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Imaging-X Logo

Project Imaging-X is a strategic initiative to consolidate 1000+ open medical imaging datasets worldwide, breaking down data silos through systematic integration to build the foundational infrastructure for next-generation medical AI models.

Challenge: Medical imaging lacks large-scale unified datasets due to clinical expertise requirements and privacy constraints, limiting the development of powerful medical foundation models.

Solution: We surveyed 1000+ open-access medical image datasets, developed a systematic integration paradigm, and created a unified repository with structured metadata and reference links.

Impact: Transforming fragmented small datasets into cohesive large-scale resources to accelerate medical AI research and enable robust foundation models for the biomedical community.

If you spot any mistakes or have suggestions, feel free to reach out by email: yejin@pjlab.org.cn, huming@pjlab.org.cn, zongyuan.ge@moansh.edu, qiaoyu@pjlab.org.cn, chenyirong@pjlab.org.cn, hejunjun@pjlab.org.cn

πŸ“– Citation

If you find this repository or our survey helpful in your research, please kindly cite our paper:

πŸ“„ Paper: project-imaging-x_dataset-survey

@misc{projectimagingx2025,
  title={Project Imaging-X: A Survey of 1000+ Open-Access Medical Imaging Datasets for Foundation Model Development},
  author={Project Imaging-X Contributors},
  year={2025},
  url={https://github.com/uni-medical/Project-Imaging-X}
}

πŸš€ Interactive Discovery Portal

coming soon... Portal Demo


πŸ₯ Medical Datasets Overview

Body Part Overview Comprehensive visualization of medical imaging datasets showing anatomical region distribution, imaging modalities, and AI task types, spanning the evolution of medical imaging from 2000 to 2025

πŸ” Dataset Taxonomy & Statistical Analysis

Taxonomy

Systematic categorization framework for efficient dataset discovery and organization

Overview Pie Chart

Statistical breakdown: (a) Data dimension distribution (b) Imaging modality distribution (c) Task type distribution (d) Anatomical organ distribution


πŸ€– Medical Foundation Model Development

Foundation Models

These datasets form the foundation for training next-generation medical AI models, enabling breakthroughs in automated diagnosis and treatment planning.


πŸ“‹ Table of Contents


πŸ“Š 2D Medical Imaging Datasets

2D medical imaging datasets represent the foundation of medical AI research, covering diverse modalities from traditional radiography to advanced optical coherence tomography.

πŸ‘₯ Dermoscopy

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# Dataset Year Dim Modality Structure Images Label Task Diseases
1 ISIC18 2018 2D Dermoscopy Skin 2.7k Yes Seg Skin lesion
2 ISIC20 2020 2D Dermoscopy Skin 33.1k Yes Cls Benign melanoma, malignant melanoma
3 ISIC16 2016 2D Dermoscopy Skin 1.3k Yes Seg Skin lesion
4 ISIC17 2016 2D Dermoscopy Skin 2.8k Yes Seg Skin lesion
5 Derm7pt 2021 2D Dermoscopy Skin 2.0k Yes Cls Skin lesion
6 ISIC19 2019 2D Dermoscopy Skin 25.3k Yes Cls Cells
7 Fizpatrick 17k 2021 2D Dermoscopy Skin 16.6k Yes Cls NA
8 MED-NODE 2015 2D Dermoscopy Skin 170 Yes Cls Brain
9 PAD-UFES-20 2020 2D Dermoscopy Skin 2.3k Yes Cls Thoracic diseases
10 PH2 2014 2D Dermoscopy Skin 200 Yes Cls Cells
11 DFUC 2020 2020 2D Dermoscopy Foot 2.0k Yes Seg Breast cancer
12 SD-128 / SD-198 / SD-260 2021 2D Dermoscopy Skin 6.6k Yes Cls Fetal structure
13 ImageCLEF 2016 2015 2D Multi Skin, Cell, Breast 31k Yes Cls Head
14 Monkeypox Skin Image Dataset 2022 2D Dermoscopy Skin 40.2k Yes Cls Monkeypox
15 Vitiligo Images 2019 2D Dermoscopy Skin 368 No NA Vitiligo
16 ImageCLEF 2016 NA 2D Multi Skin, Cell, Breast 31k Yes Cls NA

πŸ‘οΈβ€πŸ—¨οΈ OCT

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# Dataset Year Dim Modality Structure Images Label Task Diseases
1 OCT2017 2018 2D OCT Retina 83.5k Yes Cls NA
2 Retinal OCT - C8 2021 2D OCT Retina 24k Yes Cls NA
3 iChallenge - AGE19 2019 2D OCT Retina 1.6k Yes Cls NA
4 DRAC22 2022 2D OCT Retina 174 Yes Seg Diabetic Retinopathy Lesions
5 iChallenge - GOALS 2022 2D OCT Retina 300 Yes Seg NA
6 Eye OCT Datasets 2021 2D OCT Retina 148 Yes Cls NA
7 APTOS-2021 2022 2D OCT Retina 2.6k Yes Pred Diabetic Retinopathy
8 APTOS Cross-Country Datasets_stage1 2022 2D OCT Retina 2.6k Yes Pred NA
9 MedMNIST 2020 2D Multi Retina, Breast, Lung 100k Yes Cls NA
10 Canada OCT Retinal Images (Subset) 2018 2D OCT Retina 25 Yes Seg Retinal Structures
11 SinaFarsiu-002-Fang_TMI_2013 2013 2D OCT Retina 195 Yes Seg NA
12 SinaFarsiu-003-Fang_BOE_2012 2012 2D OCT Retina 51 Yes Seg NA
13 SinaFarsiu-008-Chiu_BOE_2012 2012 2D OCT Retina 23 Yes Seg NA
14 SinaFarsiu-009-Chiu_BOE_2013 2013 2D OCT Retina 840 Yes Seg NA
15 SinaFarsiu-010-Rabbani_IOVS_2014 2015 2D OCT Retina 24 Yes Seg NA
16 SinaFarsiu-012-Estrada_TMI_2015 2015 2D OCT Retina 60 Yes Seg NA
17 SinaFarsiu-013-Estrada_PAMI_2015 2015 2D OCT Retina 90 Yes Seg NA
18 SinaFarsiu-018-Yang_BOE_2021 2021 2D OCT Retina 784 Yes Seg NA
19 APTOS Cross-Country Datasets_stage2 2022 2D OCT Retina 3.3k Yes Pred Diabetic Retinopathy

🌑️ Infrared

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# Dataset Year Dim Modality Structure Images Label Task Diseases
1 RAVIR 2022 2D Infrared Retina 42 Yes Seg Blood vessel
2 MRL Eye Glasses cls 2018 2D Infrared Retina 84.9k Yes Cls NA
3 MRL Eye Eye state cls 2018 2D Infrared Retina 84.9k Yes Cls NA
4 MRL Eye Reflections cls 2018 2D Infrared Retina 84.9k Yes Cls NA
5 MRL Eye Image quality cls 2018 2D Infrared Retina 84.9k Yes Cls NA
6 MRL Eye Sensor type cls 2018 2D Infrared Retina 84.9k Yes Cls NA

🩻 CT Datasets

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# Dataset Year Dim Modality Structure Images Label Task Diseases
1 LoDoPaB-CT 2020 2D CT Lung 28 Yes Recon NA
2 5K+ CT Images on Fractured Limbs 2021 2D CT Limbs 24 Yes Seg Bone Fracture
3 AREN0534 2021 3D, 2D Multi Kidney, Lung 239 No Est Kidney Tumor
4 CT Medical Images 2017 2D CT Lung 475 Yes Seg NA
5 National Lung Screening Trial 2013 3D, 2D CT, Pathology Lung 26.7k No Cls Lung Cancer
6 RSNA Intracranial Hemorrhage Detection 2019 2D CT Brain 874k Yes Loc Intracranial Hemorrhage
7 CT diagnosis of COVID-19 2021 2D CT Lung 275 Yes Cls Lung COVID-19
8 COVID-19-CT SCAN IMAGES 2021 2D CT Lung 1.4k Yes Cls Lung COVID-19
9 COVID_CT_COVID-CT 2021 2D CT Lung 746 Yes Cls Lung COVID-19
10 Chest CT-Scan images Dataset 2021 2D CT Lung 1k Yes Cls Lung Cancer
11 Cranium Image Dataset 2020 2D CT Brain 50 Yes Det Intracranial Hemorrhage
12 SARS-COV-2 Ct-Scan Dataset 2021 2D CT Lung 2.5k Yes Cls Lung Disease
13 MedMNIST 2020 2D Multi Retina, Breast, Lung 100k Yes Cls Multi-disease
14 The Visible Human Project 1994 3D, 2D CT, MR, Full Body 2 No NA Skin Lesion
15 ImageCLEF 2016 2015 2D Multi Skin, Cell, Breast 31k Yes Cls Head
16 RadImageNet (Subset: CT) 2022 2D CT Full Body 292.4k Yes Cls Abdomen, lung,
17 Brain CT Images with ICH Masks 2019 2D CT Brain 82 Yes Seg Intracranial Hemorrhage
18 CMB-CRC 2022 3D, 2D Multi Colon 472 No Seg, Cls Colorectal Cancer
19 CMB-GEC 2022 3D, 2D CT, WSI, PET Brain 14 No Seg, Cls Melanoma
20 CMB-MEL 2022 3D, 2D Multi Brain 255 No Seg Melanoma
21 CMB-MML 2021 2D, 3D Multi NA 60 No NA Multiple Myeloma
22 CMB-PCA 2022 2D, 3D CT, MR, WSI Prostate 31 No Cls, Pred Prostate Cancer
23 CPTAC-LSCC_CT_PET 2018 2D, 3D CT, PET, HistoPathology? NA 238 No NA NA
24 Finding and Measuring Lungs in CT Data 2019 2D, 3D CT Lung 534 Yes Seg NA
25 Head CT Image Data 2019 2D CT Head 200 Yes Cls NA
26 LDCTIQAC2023 2023 2D CT NA 1k Yes Reg NA
27 APOLLO-5 2022 2D, 3D Multi NA 6.2k No NA NA
28 Lung-Fused-CT-Pathology 2018 2D, 3D CT, HistoPathology? Lung 36 Yes Seg Lung Disease
29 CMB-LCA 2022 2D, 3D Multi NA 0 No NA NA
30 RIDER Phantom PET-CT 2011 2D CT, PET NA 2.2k No NA NA
31 AHOD0831 2022 3D, 2D Multi NA 0 No NA Hodgkin Lymphoma
32 Prostate-MRI 2011 3D, 2D Multi Prostate 26 No NA Prostate Cancer
33 AREN0532 2022 3D, 2D Multi NA 1k No NA Wilms Tumor
34 ImageCLEF 2016 (Duplicate) 2015 2D Multi Skin, Cell, Breast 31k Yes Cls Head
35 QUBIQ2020 2020 2D CT, MR Kidney, Pancreas, 150 Yes Seg NA
36 QUBIQ2021_2D_CT 2021 2D CT, MR Kidney, Pancreas, 268 Yes Seg NA

🦴 X-ray Datasets

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# Dataset Year Dim Modality Structure Images Label Task Diseases
1 Chest X-ray 2018 2D X-Ray Lung 5.9k Yes Cls Pneumonia
2 CoronaHack 2020 2D X-Ray Lung 5.9k Yes Cls COVID-19, Pneumonia
3 NIH Chest X-ray 14 2017 2D X-Ray Lung 112.1k Yes Cls Thorax diseases
4 COVIDx CXR-2 2020 2D X-Ray Lung 30.9k Yes Cls COVID-19
5 Pneumothorax Masks X-Ray 2020 2D X-Ray Lung 12.0k Yes Seg Pneumothorax
6 IRMA X-ray 2020 2D X-Ray Brain, Lung 14.7k Yes Cls NA
7 Chest XR COVID-19 2021 2D X-Ray Lung 21.4k Yes Cls COVID-19
8 COVID-19-Image 2020 2D X-Ray Lung 93 Yes Cls COVID-19
9 Chest X-ray PA Dataset 2021 2D X-Ray Lung 4.6k No Cls COVID-19, Pneumonia
10 NHANES II X-ray 2021 2D X-Ray Lung 17.1k No NA NA
11 KNOAP2020 2020 2D, 3D MR, X-Ray Knee 30 Yes Pred Osteoarthritis
12 AASCE 2019 2D X-Ray Spine 609 Yes Reg NA
13 Covid-19 Image Dataset 2021 2D X-Ray Lung 345 Yes Cls Lung diseases
14 Pulmonary Chest X-Ray (ChinaSet) 2021 2D X-Ray Lung 800 Yes Cls Lung diseases
15 MURA 2021 2D X-Ray Multi-bone 40.0k Yes Cls Musculoskeletal
16 SIIM-ACR Pneumothorax Seg 2020 2D X-Ray Lung 12.1k Yes Seg Pneumothorax
17 MIAS Mammography 2021 2D X-Ray Breast 322 Yes Cls Breast cancer
18 MedMNIST 2020 2D Multi Retina, Breast, Lung 100k Yes Cls Multi-diseases
19 RSNA Pneumonia Detection 2018 2D X-Ray Lung 26.7k Yes Det Lung diseases
20 VinBigData Chest X-ray 2020 2D X-Ray Lung 15.0k Yes Det Heart atrium
21 CheXpert 2021 2D X-Ray Lung 224.3k Yes Cls Diabetic retinopathy
22 SIIM-FISABIO-RSNA COVID-19 2021 2D X-Ray Lung 6.1k Yes Det Tuberculosis
23 NODE21 2021 2D X-Ray Lung 5.5k Yes Det Breast cancer
24 ImageCLEF 2016 2016 2D Multi Skin, Cell, Breast 31.0k Yes Cls Head
25 TCB-Challenge 2016 2D X-Ray Bone 174 Yes Cls Osteoporotic bone
26 CRASS 2012 2D X-Ray Clavicle 518 Yes Seg Clavicles
27 COVIDGR 2020 2D X-Ray Lung 852 Yes Cls COVID-19
28 ChestX-Det 2021 2D X-Ray Lung 3.6k Yes Seg Lung diseases
29 RANZCR CLiP 2020 2D X-Ray Breast 30.1k Yes Cls NA
30 CPCXR 2020 2D X-Ray Lung 1.2k Yes NA Pneumonia, COVID-19
31 JSRT 2000 2D X-Ray Lung 247 Yes Cls Lung nodule
32 Synthetic COVID-19 CXR 2020 2D X-Ray Lung 21.3k Yes Cls, Gen COVID-19
33 Cephalometric X-ray Image 2014 2D X-Ray Skull 400 Yes Loc NA
34 CMB-CRC 2022 2D, 3D Multi Colon 472 No Seg, Cls Colorectal cancer
35 MIDRC-RICORD-1c 2021 2D X-Ray Lung 1.3k Yes Cls NA
36 Chest X-ray Imaging 2017 2D X-Ray Lung 5.9k Yes Cls NA
37 COVID-19 Chest X-ray DB 2021 2D X-Ray NA 3.9k Yes Cls COVID-19
38 SZ-CXR 2018 2D X-Ray Lung 566 Yes Seg NA
39 Pulmonary Chest X-Ray Seg 2021 2D X-Ray Lung 800 Yes Seg Lung diseases
40 DENTEX 2023 2D X-Ray Brain 1.0k Yes Det NA
41 CL-Detection2023 2023 2D X-Ray NA 555 Yes Det NA
42 ISBI2023 CEPHA29 NA 2D X-Ray NA 1.0k Yes Loc NA
43 ARCADE 2023 2D X-Ray NA 1.5k Yes Seg NA
44 MedFM2023 2023 2D X-Ray NA 4.8k Yes Cls NA
45 CoronARe NA 2D X-Ray NA 0 Yes Recon Coronary artery diseases
46 VICTRE 2019 2D X-Ray Breast 217.9k No NA NA
47 APOLLO-5 2022 2D, 3D Multi NA 6.2k No NA NA
48 CMB-LCA 2022 2D, 3D Multi NA 0 No NA NA
49 AHOD0831 2022 2D, 3D Multi NA 0 No NA Hodgkin Lymphoma
50 CheXmask 2023 2D X-Ray NA 676.8k Yes Seg Lung diseases
51 Knee Osteoarthritis Dataset 2020 2D X-Ray Knee 0 Yes Cls Knee osteoarthritis
52 RUS_CHN 2021 2D X-Ray Hand 0 Yes Cls Hand joints
53 RSNA Bone Age 2017 2D X-Ray Hand 14.2k Yes Est Hand bone
54 CXR-LT 2023 2D X-Ray Breast, Lung 377.1k Yes Cls Multi-diseases
55 PENGWIN2024-Task2 2025 2D X-Ray Pelvic Bone 150 Yes Seg Pelvic bone fragments
56 ICG-CXR 2025 2D X-Ray Lung 11.4k Yes Gen Lung diseases

🧠 MRI Datasets

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# Dataset Year Dim Modality Structure Images Label Task Diseases
1 AREN0534 2021 2D, 3D Multi Kidney, Lung 239 No Est Kidney Tumor
2 KNOAP2020 2020 2D, 3D MR, X-Ray Knee 30 Yes Pred Osteoarthritis
3 braimMRI 2022 2D MR Brain 110 Yes Seg Brain Tumor
4 Brain-MRI 2020 2D MR Brain 110 Yes Seg Brain Disease
5 SpinalDisease2020 2020 2D MR Spine 150 Yes Det Spinal Disease
6 The Visible Human Project 1994 2D, 3D CT, MR, Others Full Body 2 No NA Skin Lesion
7 ImageCLEF 2016 2015 2D Multi Skin, Cell, Breast 31k Yes Cls H
8 CMB-CRC 2022 2D, 3D Multi Colon 472 No Seg, Cls Colorectal Cancer
9 CMB-MML 2021 2D, 3D Multi NA 60 No Pred Multiple Myeloma
10 CMB-PCA 2022 2D, 3D CT, MR, Histo Prostate 31 No Cls, Pred Prostate Cancer
11 ICDC-Glioma (GLIOMA01)_3D-MR 2021 2D, 3D MR, Histo NA 650 No NA Glioma
12 Prostate Fused-MRI-Pathology 2016 2D, 3D MR, Histo Prostate (Pelvis) 29 No NA Prostate Cancer
13 Cardiac Atrial Images 2020 2D MR Atrium 8k Yes Seg Cardiac Disease
14 APOLLO-5 2022 2D, 3D Multi NA 6.2k No NA NA
15 CMB-LCA 2022 2D, 3D Multi NA 0 No NA Lung Cancer
16 AHOD0831 2022 2D, 3D Multi NA 0 No NA Hodgkin Lymphoma
17 Prostate-MRI 2011 2D, 3D Multi Prostate 26 No NA Prostate Cancer
18 AREN0532 2022 2D, 3D Multi NA 1k No NA Wilms Tumor
19 ImageCLEF 2015 NA 2D, 3D Multi Skin, Cell, Breast 0 Yes Cls NA
20 RadImageNet (Subset: MR) 2022 2D MR Full Body 673k Yes Cls Whole Body Abnorm.
21 QUBIQ2020 2020 2D CT, MR Kidney, 150 Yes Seg Pathologies
22 QUBIQ2021_2D_MR 2021 2D CT, MR Kidney, 268 Yes Seg Pathologies

πŸ‘οΈ Fundus Photography

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# Dataset Year Dim Modality Structure Images Label Task Diseases
1 DRISHTI-GS 2014 2D Fundus Photo Retina 101 Yes Seg Optic Disc
2 CHASE 2009 2D Fundus Photo Retina 28 Yes Seg NA
3 STARE 2004 2D Fundus Photo Retina 40 Yes Seg NA
4 DRIVE 2003 2D Fundus Photo Retina 40 Yes Seg NA
5 IDRID2018 2018 2D Fundus Photo Retina 81 Yes Seg, Cls Diabetic Retinopathy
6 EyePACS 2015 2D Fundus Photo Retina 88.7k Yes Cls Diabetic Retinopathy
7 DRHAGIS 2017 2D Fundus Photo Retina 40 Yes Seg DR Lesions
8 ODIR 2019 2D Fundus Photo Retina 8k Yes Cls Ocular Diseases (DR screening)
9 RIADD (RFMiD) 2020 2D Fundus Photo Retina 3.2k Yes Cls Retinal Diseases
10 MESSIDOR-2 2013 2D Fundus Photo Retina 1.7k Yes Cls Diabetic Retinopathy
11 iChallenge-ADAM 2020 2D Fundus Photo Retina 400 Yes Cls Diabetic Retinopathy
12 AIROGS 2021 2D Fundus Photo Retina 101.4k No Cls Diabetic Retinopathy
13 DiaRetDB 2009 2D Fundus Photo Retina 89 No Det DR Lesions
14 HRF NA 2D Fundus Retina 45 No Seg NA
15 iChallenge-PALM19 2019 2D Fundus Retina 800 Yes Seg NA
16 Retina Fundus Image Reg. 2021 2D Fundus Photo Retina 129 Yes Reg NA
17 APTOS-2019 2021 2D Fundus Photo Retina 3.7k Yes Cls Diabetic Retinopathy
18 MedMNIST 2020 2D Multi Retina, Breast, Lung 100k Yes Cls NA
19 DeepDR-Task1 2020 2D Fundus Photo Eye Vessel 2k Yes Cls Breast Cancer
20 ImageCLEF 2016 2015 2D Multi Skin, Cell, Breast 31k Yes Cls Head
21 RITE 2013 2D Fundus Retina 40 Yes Seg Retinal Vessel
22 GAMMA (Task1, CFP) 2021 2D Fundus (CFP) Retina 200 Yes Cls Grading
23 RIM-ONE 2020 2D Fundus Retina 485 Yes Seg Optic Disc and Cup
24 APTOS 2019 Blindness Det. 2019 2D Fundus Retina 5.6k Yes Cls Grading
25 Glaucoma Detection 2020 2D Fundus Retina 650 Yes Cls Glaucoma
26 ACRIMA 2019 2D Fundus Retina 705 Yes Cls Glaucoma
27 AO-SLO Photoreceptor Seg. 2013 2D Fundus Retina 840 Yes Seg AO-SLO Cone Photoreceptor
28 Arteriovenous Nicking NA 2D Fundus Retina 90 Yes Cls Retinal Artery-Vein Nicking
29 Retina 2019 2D Fundus Retina 601 Yes Cls Fundus Diseases
30 Yangxi 2019 2D Fundus Retina 20.4k Yes Cls Eye Axis
31 William Hoyt 2004 2D Fundus Retina 856 Yes Cls Fundus Diseases
32 Vampire 2011 2D Fundus Retina 8 Yes Seg Vessel
33 Retinal Fundus Imgs for Glaucoma 2018 2D Fundus Retina 2.9k Yes Cls NA
34 RetinaCheck (IOSTAR) 2016 2D Fundus Retina 30 Yes Seg Vessel
35 Ophthalmic Slit Lamp 2018 2D Fundus Retina 60 No NA NA
36 Miles Iris 2013 2D Fundus (Iris) Retina 833 No Cls Retinal Structures
37 JSIEC 2019 2D Fundus Retina 1k Yes Cls Fundus Diseases
38 INSPIRE (Stereo) 2011 2D Fundus Retina 30 Yes Reg NA
39 INSPIRE (AVR) 2011 2D Fundus Retina 40 Yes Reg NA
40 HRF Quality Assessment 2013 2D Fundus Retina 36 Yes Reg NA
41 HRF Segmentation 2013 2D Fundus Retina 45 Yes Seg Vessel
42 iChallenge-REFUGE2 2020 2D Fundus Photo (CFP) Retina 1.6k Yes Cls Glaucoma
43 GAMMA 2021 2D, 3D Fundus Retina 200 Yes Cls NA
44 OIA-ODIR 2019 2D Fundus NA 10k Yes Cls NA
45 VARPA 2019 2D Fundus Retina 58 Yes Cls NA
46 ORVS 2020 2D Fundus Retina 49 Yes Seg NA
47 Retinal Img Quality Assess 2020 2D Fundus Retina 216 Yes Cls NA
48 iChallenge-GAMMA_3D-OCT 2021 2D Fundus Retina 300 Yes Seg Glaucoma
49 DeepDR-Task2 2020 2D Fundus NA 2k Yes Reg NA
50 DeepDR-Task3 2020 2D Fundus NA 246 Yes Cls NA
51 MMAC2023 2023 2D Fundus NA 0 Yes Cls NA
52 RFMiD 2.0 2023 2D Fundus Photo NA 860 Yes Cls Retinal Fundus Multi-Disease
53 MuReD 2022 2D Fundus Photo NA 2.2k Yes Cls Retinal Diseases
54 [Retinal Vessel Tortuosity](http://bioimlab.dei.unipd.it/Retinal Vessel Tortuosity.htm) 2008 2D Fundus Photo Retina 60 Yes Reg NA
55 ImageCLEF 2016 NA 2D Multi Skin, Cell, Breast 31k Yes Cls NA
56 PARAGUAY NA 2D Fundus Photo NA 0 Yes Cls Diabetic Retinopathy
57 BEH NA 2D Fundus Photo NA 0 Yes NA Glaucoma
58 BiDR NA 2D Fundus Photo NA 0 Yes NA Diabetic Retinopathy
59 HarvardGlaucoma NA 2D Fundus Photo NA 0 Yes NA Glaucoma
60 FUND NA 2D Fundus Photo NA 0 Yes NA NA
61 LAG NA 2D Fundus Photo NA 0 Yes NA Glaucoma
62 DHRF NA 2D Fundus Photo Retina 6.2k Yes Cls Diabetic Retinopathy
63 E-ophta NA 2D Fundus Photo Retina 926 Yes Seg NA
64 FIVES NA 2D Fundus Photo Retina 800 Yes Seg Vessel
65 OcularD NA 2D Fundus Photo Retina 6.4k Yes Cls NA
66 PAPILA NA 2D Fundus Photo Retina 488 Yes Seg NA
67 Papilledema 2018 2D Fundus Photo Retina 1.4k Yes Cls Papilledema
68 ROD 2023 2D Fundus Photo Retina 281 Yes Cls Retinal Occlusion
69 ToxoFundus 2023 2D Fundus Photo Retina 411 Yes Cls Ocular Toxoplasmosis
70 GAMMA (Task3, CFP) 2021 2D Fundus (CFP) Retina 200 Yes Seg Optic Disc and Cup
71 iChallenge-GAMMA_2D-Fundus 2021 2D Fundus Retina 300 Yes Seg Glaucoma

🧫 Histopathology

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# Dataset Year Dim Modality Structure Images Label Task Diseases
1 PANDA_radboud 2020 2D Histopathology (Patch) Prostate 5.1k Yes Seg Prostate Cancer
2 Gleason 2019 2D Histopathology (Patch) Prostate 331 Yes Seg Prostate Cancer
3 PathologyVQA 2020 2D Histopathology (Patch) Full Body 5.0k Yes VQA NA
4 SLN-Breast 2019 2D Histopathology (WSI) Lymph 166 Yes Cls Breast Lymph Node
5 MoNuSeg 2018 2D Histopathology (Patch) Nuclei 51 Yes Seg NA
6 MoNuSAC2020 2019 2D Histopathology (Patch) Lung, Prostate, 914 Yes Seg NA
7 DigestPath19 2019 2D Histopathology (WSI) Colon 212 Yes Det Signet Ring Cell
8 CAMELYON17 2016 2D Histopathology (WSI) Breast 500 Yes Cls Breast Cancer
9 ANHIR 2018 2D Histopathology (WSI) Kidney, Breast, 481 Yes Reg NA
10 Overlapping Cervical Cells 2015 2D Histopathology (Patch) Cervix 17 Yes Seg Cervical Cells
11 MIDOG2022 2022 2D Histopathology (Patch) Lung, Breast, Skin 405 Yes Det Mitotic Figure
12 ACROBAT 2023 2D Histopathology (WSI) Breast 750 Yes Reg NA
13 BRIGHT 2021 2D Histopathology (Patch) Breast 5.1k Yes Cls Pathological Benign
14 CoNIC2022 2022 2D Histopathology (Patch) Colon 5.0k Yes Seg Colon Nuclei
15 PanNuke 2021 2D Histopathology (WSI) Multi-organ 481 Yes Seg, Cls Multiple Cancers
16 Malignant Lymphoma Cls 2021 2D Histopathology (Patch) Lymph 374 Yes Cls Lymphoma
17 PAIP2021 2021 2D Histopathology (WSI) Colon, Prostate 150 Yes Det Colon/Prostate Cancer
18 Breast Cancer Cell Seg 2021 2D Histopathology (Patch) Breast 58 Yes Seg Breast Cancer
19 MedMNIST 2020 2D Multi Retina, Breast, Lung 100k Yes Cls Multi-disease
20 Histopathologic Cancer Det 2018 2D Histopathology (Patch) Lymph 220k Yes Cls Breast Cancer
21 HuBMAP 2020 2D Histopathology (Patch) Kidney 15 Yes Seg Kidney Tissue
22 ACDC-LungHP 2019 2D Histopathology (WSI) Lung 200 Yes Seg Lung Cancer
23 SegPC 2021 2021 2D Histopathology (Patch) Blood 498 Yes Seg Plasma Cells
24 MIDOG2021 2021 2D Histopathology (Patch) Full Body 200 Yes Det Prostate Cancer
25 Dermofit Image Library 2021 2D Histopathology (Patch) Skin 1.3k Yes Cls Lung Adenocarcinoma
26 Weakly Supervised Cell Seg 2022 2D Histopathology (Patch) Full Body 30 Yes Seg Prostate Cancer
27 TIGER-wsibulk 2022 2D Histopathology (WSI) Breast 93 Yes Seg Pneumothorax
28 BCI 2022 2D Histopathology (Patch) Breast 4.9k Yes Gen Lesion
29 WSSS4LUAD 2021 2D Histopathology (Patch) Lung 10.2k Yes Seg Coronary Artery
30 Breast Cancer Seg 2019 2D Histopathology (Patch) Breast 151 Yes Seg Neurons
31 NuCLS 2021 2D Histopathology (Patch) Nuclei 3.1k Yes Seg Kidney
32 ImageCLEF 2016 2015 2D Multi Skin, Cell, Breast 31k Yes Cls Head
33 PAIP2020 2020 2D Histopathology (WSI) Liver 118 Yes Cls Colorectal Cancer
34 HEROHE 2019 2D Histopathology (WSI) Lung 510 Yes Cls GI diseases
35 Lymphocyte Assessment 2019 2D Histopathology (Patch) Lymphocyte 20k Yes Cls Lymphocyte Number
36 LYON19 2019 2D Histopathology (Patch) Lymphocyte 441 Yes Cls Lymphocytes
37 GlaS 2015 2D Histopathology (Patch) Cell 165 Yes Seg Colorectal Adenocarcinoma
38 CoNSeP 2018 2D Histopathology (Patch) Colon 41 Yes Seg Colorectal Nuclei
39 PCam 2018 2D Histopathology (Patch) Breast 328k Yes Seg Metastatic Tissue
40 LC25000 2019 2D Histopathology (Patch) Colon 25k Yes Cls Lung and Colon Tissue
41 PanNuke (Seg) 2021 2D Histopathology (Patch) Full Body 7.9k Yes Seg Nucleus
42 BreakHis (40x) 2016 2D Histopathology (Patch) Breast 2.0k Yes Cls Breast Tumors
43 SICAPv2 2020 2D Histopathology (Patch) Prostate 18.8k Yes Cls Prostate Cancer
44 Kumar 2018 2D Histopathology (Patch) Cell 54 Yes Seg Multi-organ Nuclei
45 HErlev 2008 2D Histopathology (Patch) Cervix 5.6k Yes Cls Cervical Cancer
46 CRC100K 2018 2D Histopathology (Patch) Colon 100k Yes Cls Colorectal Cancer
47 BRCA-M2C 2021 2D Histopathology (Patch) Breast 120 Yes Seg Breast Cancer
48 warwick 2015 2D Histopathology (Patch) Colon 330 Yes Seg Colorectal Gland
49 CRAG 2019 2D Histopathology (Patch) Colon 213 Yes Seg Colorectal Cancer
50 Chaoyang 2021 2D Histopathology (Patch) Blood 6.2k Yes Cls Red Blood Cell
51 CMB-CRC 2022 3D, 2D Multi Colon 472 No Seg, Cls Colorectal Cancer
52 CMB-GEC 2022 3D, 2D CT, Histopathology (WSI), PET Brain 14 No Seg, Cls Melanoma
53 CMB-MEL 2022 3D, 2D Multi Brain 255 No Seg Melanoma
54 CMB-MML 2021 2D, 3D Multi NA 60 No Pred Multiple Myeloma
55 CMB-PCA 2022 2D, 3D CT, MR, Histopathology (WSI) Prostate 31 No Cls, Pred Prostate Cancer
56 AGGC22 2022 2D Histopathology (Patch) Gland 150 Yes Seg Gland Segmentation
57 TUPAC 2015 2D Histopathology (Patch) Brain 573 Yes Reg Breast Cancer
58 Prostate Fused-MRI-Pathology 2016 2D, 3D MR, Histopathology (WSI) Prostate 29 No NA Prostate Cancer
59 Malaria Cell Image Dataset 2021 2D Histopathology (Patch) Cell 27.6k Yes Cls Malaria
60 HEp-2 Cell Classification 2020 2D Histopathology (Patch) Cell 13.6k Yes Cls HEp-2 Cells
61 Breast Cancer Cell Seg Dataset 2020 2D Histopathology (Patch) Breast, Cell 58 Yes Seg Breast Cancer
62 TIGER-wsirois 2022 2D Histopathology (Patch) Breast 2.0k Yes Seg Breast Cancer
63 TIGER-wsitils 2022 2D Histopathology (Patch) Breast 82 Yes Reg Breast Cancer
64 Breast Cancer Cell Seg 2 2020 2D Histopathology (Patch) Breast 58 Yes Seg Breast cancer
65 Malignant Lymphoma Cls Dataset 2020 2D Histopathology (Patch) Lymph 374 Yes Cls Lymphoma
66 Lung and Colon Histopathology 2020 2D Histopathology (Patch) Lung, Colon 25k Yes Cls Lung and Colon Cancer
67 FocusPath 2020 2D Histopathology (Patch) NA 864 Yes IQA Histopathology Image
68 Blood Cell Images 2019 2D Histopathology (Patch) Blood 12.5k Yes Det Blood Cell
69 Colorectal Histology MNIST 2016 2D Histopathology (Patch) Colon 5.0k Yes Cls Colorectal Tissue
70 BreakHis 100x 2016 2D Histopathology (Patch) Breast 9.1k Yes Cls Breast Cancer
71 BreakHis 200x 2016 2D Histopathology (Patch) Breast 9.1k Yes Cls Breast Cancer
72 BreakHis 400x 2016 2D Histopathology (Patch) Breast 9.1k Yes Cls Breast Cancer
73 BCNB Task-1 2021 2D Histopathology (WSI) Breast 1.1k Yes Cls Leukemia
74 BCNB Task-2 2021 2D Histopathology (WSI) Breast 1.1k Yes Cls Breast Cancer
75 BCNB Task-3 2021 2D Histopathology (WSI) Breast 1.1k Yes Cls Breast Cancer
76 BCNB Task-4 2021 2D Histopathology (WSI) Breast 1.1k Yes Cls Breast Cancer
77 BCNB Task-5 2021 2D Histopathology (WSI) Breast 1.1k Yes Cls Breast Cancer
78 BCNB Task-6 2021 2D Histopathology (WSI) Breast 1.1k Yes Cls Breast Cancer
79 PANDA 2020 2D Histopathology (Patch) Prostate 10.6k Yes Cls Prostate Cancer
80 PANDA_karolinska 2020 2D Histopathology (Patch) Prostate 5.5k Yes Seg Prostate Cancer
81 PAIP 2023 2022 2D Histopathology (Patch) Pancreas 103 Yes Seg Liver Cancer
82 ATEC23 2023 2D Histopathology (WSI) Ovary 468 Yes Cls Ovarian Cancer
83 ACROBAT2023 2023 2D Histopathology (WSI) Breast 1.2k Yes Reg Breast Cancer
84 OCELOT2023 2023 2D Histopathology (WSI) Colon 667 Yes Det Colon Cancer
85 OCEAN 2023 2D Histopathology (WSI) Ovary 1.6k Yes Cls Ovarian Cancer
86 Endo-Aid 2022 2D Histopathology (WSI) GI Tract 91 No Cls GI Polyps
87 PAIP2023 2022 2D Histopathology (Patch) Pancreas 103 Yes Seg Pancreatic Cancer
88 PatchCamelyon 2018 2D Histopathology (Patch) Lymph Node 295k Yes Cls Metastatic Tissue
89 Bone Marrow Cytomorphology 2021 2D Histopathology (Patch) Bone Marrow 171k Yes Cls Blood Cells
90 Lung-Fused-CT-Pathology 2018 2D, 3D CT, Histopathology (WSI) Lung 36 Yes Seg Lung Cancer
91 HNSCC-mIF-mIHC 2020 2D Histopathology (Patch) Head Neck 3.2k No NA
92 SN-AM 2019 2D Histopathology (Patch) Lymph Node 190 Yes Seg Melanoma
93 Ovarian Bevacizumab Response 2023 2D Histopathology (WSI) Ovary 285 No NA Ovarian Cancer
94 CMB-LCA 2022 2D, 3D Multi Lung 0 No NA Lung Cancer
95 CPTAC-COAD 2021 2D Histopathology (WSI) Colon 373 Yes Cls Colon Adenocarcinoma
96 Hungarian-Colorectal-Screening 2022 2D Histopathology (WSI) Colorectal 200 No NA Colorectal Polyps
97 DLBCL-Morphology 2022 2D Histopathology (Patch) Lymph Node 246 Yes Seg DLBCL
98 CPTAC-OV 2021 2D Histopathology (WSI) Ovary 222 No NA Ovarian Cancer
99 CODEX imaging of HCC 2023 2D Histopathology (WSI) Liver 646 No NA Liver HCC
100 Prostate-MRI 2011 3D, 2D Multi Prostate 26 No NA Prostate Cancer
101 CPTAC-BRCA 2021 2D Histopathology (WSI) Breast 642 No NA Breast Cancer
102 AML-Cytomorphology_LMU 2019 2D Histopathology (WSI) Blood 18.4k Yes Cls Acute Myeloid Leukemia
103 MiMM_SBILab 2019 2D Histopathology (WSI) Bone Marrow 85 Yes Loc Multiple Myeloma
104 Pan-Cancer-Nuclei-Seg 2020 2D Histopathology (WSI) Multi-organ 5.1k Yes Seg Pan-Cancer
105 TIL-WSI-TCGA 2018 2D Histopathology (WSI) Multi-organ 5.2k Yes Cls Pan-Cancer
106 C-NMC 2019 2019 2D Histopathology (WSI) Blood 15.1k Yes Cls Leukemia
107 CPTAC-AML 2019 2D Histopathology (WSI) Bone Marrow 122 No NA Acute Myeloid Leukemia
108 CATCH 2022 2D Histopathology (WSI) Skin 350 Yes Seg Skin Cancer
109 NADT-Prostate 2021 2D Histopathology (WSI) Prostate 1.4k No NA Prostate Cancer
110 HER2 tumor ROIs 2022 2D Histopathology (WSI) Breast 273 Yes Seg HER2+ Breast Cancer
111 CRC_FFPE-CODEX_CellNeighs 2020 2D Histopathology (WSI) Colorectal 200 No NA Colorectal Cancer
112 Post-NAT-BRCA 2019 2D Histopathology (WSI) Breast 96 Yes Cls Breast Cancer
113 Osteosarcoma Tumor Assessment 2019 2D Histopathology (WSI) Bone 1.1k Yes Cls Osteosarcoma
114 Quilt-1M 2023 2D Histopathology (Patch) Multi-organ 1M Yes VQA Multi-organ Pathology

🩺 Ultrasound

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# Dataset Year Dim Modality Structure Images Label Task Diseases
1 HC18 2018 2D US Skull 1.3k Yes Meas NA
2 BUSI 2019 2D US Breast 647 Yes Seg Breast Cancer
3 APOLLO-5 2022 2D, 3D Multi NA 6.2k No NA NA
4 CMB-LCA 2022 2D, 3D Multi NA 0 No NA NA
5 ImageCLEF 2015 2015 2D, 3D Multi Skin, Cell, Breast 0 Yes Cls NA
6 ImageCLEF 2016 2016 2D Multi Skin, Cell, Breast 31k Yes Cls Head
7 RadImageNet (Subset: US) 2022 2D US Full Body 390k Yes Cls Abdominal Structures
8 BreastMNIST 2021 2D US Breast 156 Yes Cls Breast Cancer
9 AREN0534 2021 2D, 3D Multi Kidney, Lung 239 No Est Kidney Tumor
10 CLUST15 2015 2D US Liver 34 Yes Track NA
11 Ultrasound Nerve Segmentation 2016 2D US Brachial Plexus 11.3k Yes Seg NA
12 TN-SCUI2020 2020 2D US Thyroid 3.6k Yes Seg Leukemia
13 ImageCLEF 2016 2015 2D Multi Skin, Cell, Breast 31k Yes Cls Head
14 CMB-CRC 2022 2D, 3D Multi Colon 472 No Seg, Cls Colorectal Cancer
15 CMB-MEL 2022 2D, 3D Multi Brain 255 No Seg Melanoma, Cerebral microbleed
16 PSFHS 2023 2D US NA 4.7k Yes Seg NA
17 USenhance2023 2023 2D US NA 1.5k Yes Recon NA
18 AREN0532 2022 2D, 3D Multi NA 1k No NA Wilms Tumor
19 TN3K 2021 2D US Head and Neck 3.5k Yes Seg Thyroid Nodules
20 CAMUS 2019 2D US Heart 1.8k Yes Seg Cardiac Disease
21 DDTI 2020 2D US Thyroid 637 Yes Seg Thyroid Nodule

πŸ“Ή Endoscopy

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# Dataset Year Dim Modality Structure Images Label Task Diseases
1 Kavsir 2017 2D Endoscopy Colon 14k Yes Cls NA
2 EndoSlam 2021 2D Endoscopy Colon, Liver, Stomach, Kidney 76.8k Yes Recon, Est NA
3 SARAS-MESAD 2021 2D Endoscopy Prostate 50.3k No Det GI disease
4 EAD19 2018 2D Endoscopy Stomach, Bladder, Colon 2.1k Yes Det Endo Artifact
5 EndoCV2020-Sub Challenge1 2019 2D Endoscopy Colon 2.3k Yes Det, Seg Polyp
6 EndoVis15 2015 2D Endoscopy Colon 612 Yes Seg Polyp
7 Surgical tool detection challenge (m2cai16-tool) 2016 2D Endoscopy Gallbladder 15 Yes Det NA
8 AIDA-E_1 2015 2D Endoscopy Stomach, Liver 181 Yes Cls Celiac Disease
9 AIDA-E_2 2015 2D Endoscopy Esophagus 157 Yes Cls Barrett's Esophagus
10 AIDA-E_3 2015 2D Endoscopy Stomach, Colon 88 Yes Cls Metaplasia, Dysplasia
11 CVC-ClinicDB 2021 2D Endoscopy Bowel 1.4k Yes Seg Polyp
12 Kvasir-SEG 2020 2D Endoscopy Bowel 8k Yes Seg NA
13 FetReg 2022 2D Endoscopy Uterus 2.7k Yes Seg Placental Vasculature
14 SARAS-ESAD 2020 2D Endoscopy Bowel 33.4k Yes Det Skin lesion
15 ImageCLEF 2016 2015 2D Multi Skin, Cell, Breast 31k Yes Cls H
16 ISBI-AIDA-CECI 2015 2D Endoscopy Liver, Stomach 181 Yes Cls Celiac diseases
17 SUN_SEG 2022 2D+Video Endoscopy Colon 49.1k Yes Seg, Det, Cls Polyp
18 HyperKvasir 2020 2D+Video Endoscopy Esophagus, Stomach, Colon 6.5k Yes Cls, Caption, Loc GI disease
19 Gastrointestinal Image ANAlysis (GIANA) 2016 2D Endoscopy Colon 600 Yes Cls Vascular Malformation
20 EndoVis 2015 - DAGI 2015 2D Endoscopy NA 389 Yes Det Cholecystectomy
21 EndoVis 2015 - EBCD 2015 2D Endoscopy NA 150 Yes Seg Barrett's Epithelium
22 EndoCV2020-Sub Challenge2 2019 2D Endoscopy NA 386 Yes Det NA
23 EndoVis 2015 - APDCV 2015 2D Endoscopy NA 612 Yes Seg Colonic Polyp
24 EndoVis 2015 - IST_2D-Endoscopy 2015 2D+Video Endoscopy NA 100 Yes Seg Surgical Instruments
25 EndoVis 2018 - RSS 2018 2D Endoscopy NA 2.8k Yes Seg Surgical Instruments
26 ISBI-AIDA-EMIBS 2015 2D Endoscopy NA 262 Yes Cls Gastric
27 ISBI-AIDA-GCICS 2015 2D Endoscopy NA 176 Yes Cls Gastric
28 EndoVis2023-SIMS 2023 2D Endoscopy NA 0 Yes Seg Endoscopy
29 EndoVis2023-Syn-ISS 2023 2D Endoscopy NA 0 Yes Seg NA
30 P2ILF 2022 2D+3D Endoscopy NA 15 Yes Reg Multi-organ
31 EndoVis2023-SurgRIPE 2023 2D Endoscopy NA 0 Yes Est NA
32 m2caiSeg 2020 2D Endoscopy Instrument 614 Yes Seg NA
33 CVC-EndoSceneStill NA 2D Endoscopy NA 3.4k Yes Seg Polyp
34 Endo-FM NA 2D+Video Endoscopy NA 0 Yes Seg, Cls, Det NA
35 SegSTRONG-C NA 2D+Video Endoscopy NA 17 Yes Seg NA
36 SegCol NA 2D+Video Colposcopy, Endoscopy NA 78 Yes Seg NA
37 FedSurg 2024 2D+Video Endoscopy NA 30 Yes Cls Laparoscopic appendectomy

πŸ”¬ Microscopy

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# Dataset Year Dim Modality Structure Images Label Task Diseases
1 CellTracking2019 2019 2D Microscopy Cell 1.4M Yes Tracking NA
2 CREMI 2016 2D Microscopy Brain 375 Yes Seg NA
3 Bacteria Detection 2021 2D Microscopy NA 366 Yes Seg NA
4 Blood Cell Images 2021 2D Microscopy Blood 12.5k Yes Cls Blood
5 Leukemia Classification 2021 2D Microscopy NA 15.1k Yes Cls Leukemia
6 CellTracking2021 2021 2D+3D+Video Microscopy Cell 0 Yes Tracking, Seg Lung Disease
7 B-ALL Classification 2018 2D Microscopy Cell 15.1k Yes Cls Brain Tumor
8 2018 Data Science Bowl 2018 2D Microscopy Nuclei 670 Yes Seg Skin Lesions
9 GSB2016 2015 2D Multi Skin, Cell, Breast 31k Yes Cls Head
10 OCCISC (SemSeg) 2014 2D Microscopy Cell 945 Yes Seg Cervical Cytology
11 ICIAR 2018 (Microscopy) 2017 2D Microscopy Breast 400 Yes Cls Breast Cancer
12 CBC (Counting) 2019 2D Microscopy Full Body 420 Yes Reg NA
13 HuSHeM 2017 2D Microscopy Pelvic 216 Yes Cls Sperm Head Morphology
14 Kaggle-HPA 2021 2D Microscopy NA 89.5k Yes Seg Protein Localization
15 nanni2016texture 2016 2D Microscopy Retina 195 Yes Cls Cell Shape
16 Corneal Endothelial Cell 2019 2D Microscopy Retina 385 Yes Seg NA
17 Corneal Nerve 2008 2D Microscopy Retina 90 Yes Cls Corneal Abnormalities
18 Corneal Nerve Tortuosity 2011 2D Microscopy Retina 30 Yes Cls Nerve Tortuosity
19 Cervix93 Cytology 2018 2D Microscopy Cervix 93 Yes Cls Cervical Cancer
20 DLBCL-Morph 2020 2D Microscopy Retina 152.2k Yes Reg DLBCL Lymphoma
21 2-PM Vessel Dataset 2016 2D Microscopy Vessel 12 Yes Seg NA
22 BBBC041 2012 2D Microscopy Cell 1.3k Yes Seg Malaria
23 FMD 2019 2D Microscopy Surface 5.1k Yes Cls, Seg Surface Defect
24 Blood Cell Detection 2022 2D Microscopy NA 874 Yes Det NA
25 Tuberculosis Image 2020 2D Microscopy NA 1.3k Yes Det Tuberculosis
26 MHSMA 2019 2D Microscopy NA 1.5k Yes Cls NA
27 ICIAR 2018 (Microscopy) 2017 2D Microscopy, WSI NA 400 Yes Seg Breast Cancer
28 ImageCLEF 2016 2016 2D Multi Skin, Cell, Breast 31k Yes Cls NA
29 CellTracking2024 2024 2D+3D+Video Microscopy Cell 0 Yes Tracking, Seg NA
30 CellTracking2022 2022 2D+3D+Video Microscopy Cell 0 Yes Tracking, Seg NA
31 CellTracking2023 2023 2D+3D+Video Microscopy Cell 0 Yes Tracking, Seg NA
32 OCCISC (InstSeg) 2014 2D Microscopy Cell 945 Yes Seg NA
33 CBC (Detection) 2019 2D Microscopy Full Body 420 Yes Det NA
34 ICIAR 2018 (WSI) 2018 2D Microscopy, WSI NA 400 Yes Seg Breast Cancer

☒️ PET

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# Dataset Year Dim Modality Structure Images Label Task Diseases
1 AREN0534 2021 3D, 2D Multi Kidney, Lung 239 No Est Kidney
2 ImageCLEF 2016 2015 2D Multi Skin, Cell, Breast 31k Yes Cls H
3 CMB-CRC 2022 3D, 2D Multi Colon 472 No Seg, Cls Colorectal Cancer (H
4 CMB-GEC 2022 3D, 2D CT, WSI, PET Brain 14 No Seg, Cls Melanoma (Cerebral microbleeds)
5 CMB-MEL 2022 3D, 2D Multi Brain 255 No Seg Melanoma (Cerebral microbleeds)
6 CMB-MML 2021 2D, 3D Multi NA 60 No Pred Multiple Myeloma
7 CPTAC-LSCC_CT_PET 2018 2D, 3D CT, PET, Histo NA 238 No NA NA
8 APOLLO-5 2022 2D, 3D Multi NA 6.2k No NA NA
9 RIDER Phantom PET-CT 2011 2D CT, PET NA 2.2k No NA NA
10 AHOD0831 2022 3D, 2D Multi NA 0 No NA Hodgkin Lymphoma
11 AREN0532 2022 3D, 2D Multi NA 1k No NA Wilms Tumor

🧩 Others

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# Dataset Year Dim Modality Structure Images Label Task Diseases
1 Intel & MobileODT Cervical Cancer Screening 2017 2D Colposcopy Vagina 1,993 Yes Cls Cervical cancer
2 ADDI ALZHEIMER'S DETECTION CHALLENGE 2021 2D Series Data NA 34,614 Yes Cls Lung adenocarcinoma
3 The Digital Mammography DREAM Challenge 2016 2D Mammography Breast 640,000 Yes Cls Atrophic AMD
4 BigNeuron 2016 2D NA Brain 2,166 Yes Recon Diabetic foot ulcer
5 Human Activity Classification with Radar 2019 2D Others NA 1,854 Yes Cls NA
6 KvasirCapsule-SEG 2021 2D Colposcopy (Capsule) Polyp 55 Yes Seg Polyp
7 SCDB 2020 2D Others Skin 4 Yes Cls Skin lesion
8 ROSE NA 2D OCTA (CT) Eye 229 Yes Seg NA
9 CMMD 2021 2D Mammography Breast 1,775 Yes Seg, Cls Breast Cancer
10 Br35H 2022 2D MR Brain 3,000 Yes Cls Brain Tumor
11 CDD-CESM 2021 2D Mammography NA 2,006 Yes Seg, Cls Breast Cancer
12 OralCancer 2020 2D Digital Photography Lip, Tongue 131 Yes Cls Oral Cancer
13 Oral_Diseases 2023 2D Digital Photography NA 12,944 Yes Cls, Det Dental conditions
14 MRL Eye Gender 2018 2D Infrared Reflectance Imaging Retina 84,898 Yes Cls NA
15 MITOS-ATYPIA-14 2013 2D Biopsy slides Breast 1,420 Yes Cls Breast Cancer
16 VinDr-Mammo NA 2D Mammography Breast 19,992 Yes Det Breast Cancer
17 VinDr-SpineXR NA 2D X-ray Spine 10,469 Yes NA Spinal Lesions
18 VinDr-PCXR NA 2D X-ray Chest 9,125 Yes NA NA
19 VinDr-CXR NA 2D X-ray Chest 18,000 Yes NA NA
20 HAM10000 NA 2D Dermoscopy Skin 10,015 Yes Cls Skin Cancer
21 RFMiD NA 2D Fundus Retina 3,200 Yes Cls Ophthalmic Diseases
22 Chaksu NA 2D Fundus Retina 1,345 Yes Seg Glaucoma
23 PBC_dataset_normal_DIB NA 2D Microscopy Blood 0 Yes Cls NA

🧊 3D Medical Imaging Datasets

3D datasets provide richer spatial information that is essential for volumetric analysis and clinical decision making.

🩻 3D CT Datasets

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# Dataset Year Dim Modality Structure Volumes Label Task Diseases
1 TotalSegmentator 2022 3D CT Full Body 1204 Yes Seg Varied pathologies
2 AutoPET 2022 3D CT/PET Whole-body 1014 Yes Seg Cancer
3 AutoPET II 2023 3D CT/ PET Whole-body 1219 Yes Seg Cancer
4 ULS23 2023 3D CT Chest, Abdomen, Pelvis 39468 Yes Seg Oncological lesions
5 DeepLesion 2018 2D/3D CT Bone, Abdomen, Mediastinum, Liver, Lung, Kidney... 32735 Yes Det Various lesions
6 CT-ORG 2019 3D CT Bladder, Bone, Brain, Kidney, Liver, Lung 140 Yes Seg Liver lesions, Metastatic disease
7 SegTHOR 2019 3D CT Heart, Aorta, Trachea, Esophagus 60 Yes Seg Lung cancer
8 AbdomenAtlas 2024 3D CT Abdomen 20460 Yes Seg Multi-organ
9 CT-RATE 2024 3D CT Chest 50188 Yes Cls Chest abnormalities
10 M3D 2024 3D CT/MR Whole-body 120000 Yes Seg/Rec/Reg/Loc Multiple pathologies
11 AMOS22 2022 3D CT/MR Abdomen 600 Yes Seg Multi-disease
12 AMOS-MM 2024 3D CT Abdomen 2300 Yes syn/Rec Abdominal diseases
13 FLARE21 2021 3D CT Liver, Kidney, Spleen, Pancreas 511 Yes Seg Multi-organ
14 FLARE22 2022 3D CT Abdomen 2300 Yes Seg Pan-cancer
15 FLARE23 2023 3D CT Abdomen 4500 Yes Seg Pan-cancer
16 WORD 2021 3D CT Abdomen 150 Yes Seg Cancer
17 RAOS 2024 3D CT/MR Abdomen 4130 Yes Seg Abdominal cancers
18 SLIVER07 2007 3D CT Liver 30 Yes Seg Liver
19 LiTS 2017 3D CT Liver 201 Yes Seg Liver tumors
20 Pancreas-CT 2016 3D CT Pancreas 80 Yes Seg Healthy controls
21 CHAOS CT 2019 3D CT Liver 40 Yes Seg Healthy subjects
22 CHAOS MRI 2019 3D CT/MR Abdomen 160 Yes Seg Healthy
23 KiTS19 2019 3D CT Kidneys 300 Yes Seg Kidney cancer
24 KiTS21 2021 3D CT Kidneys 400 Yes Seg Kidney diseases
25 KiTS23 2023 3D CT Kidneys 599 Yes Seg Kidney cancer
26 KiPA22 2022 3D CT Kidney 130 Yes Seg Renal Cancer
27 AbdomenCT-1K 2021 3D CT Abdomen 1062 Yes Seg Multi-disease cases
28 MSD03-Liver 2018 3D CT Liver 210 Yes Seg Liver cancer
29 MSD06-Lung 2018 3D CT Lung 96 Yes Seg Lung cancer
30 MSD07-Pancreas 2018 3D CT Pancreas 420 Yes Seg Pancreatic masses
31 MSD08-HepaticVessel 2018 3D CT Liver 443 Yes Seg Liver tumors
32 MSD09-Spleen 2018 3D CT Spleen 61 Yes Seg N/A
33 MSD10-Colon 2018 3D CT Colon 190 Yes Seg Colorectal Cancer
34 EXACT09 2009 3D CT Lung 40 Yes Seg Lung diseases
35 LOLA11 2011 3D CT Chest 55 Yes Seg Lung abnormalities
36 LUNA16 2016 3D CT Lung 888 Yes Det/Cls Lung cancer
37 ATM'22 2022 3D CT Lung 500 Yes Seg Pulmonary diseases
38 AIIB23 2023 3D CT Airway 312 Yes Seg Fibrotic lung disease
39 BIMCV COVID-19+ 2020 2D/ 3D CT/ X-RAY Lung 2428 Yes Seg/ Cls/ Loc COVID-19 pneumonia
40 COVID-19-AR 2020 2D/ 3D CT/ X-RAY Chest 105 Yes Cls COVID-19
41 CT Images in COVID-19 2020 3D CT Chest 771 No Cls COVID-19 pneumonia
42 Chest CT Scans with COVID-19 2020 3D CT Chest 20 Yes Cls COVID-19
43 MIDRC-RICORD-1a 2020 3D CT Chest 120 Yes Seg/Cls COVID-19
44 COVID-19-20 Lung CT Lesion Segmentation Challenge 2020 3D CT Lung 295 Yes Seg COVID-19
45 COVID-19-NY-SBU 2021 2D/ 3D CT/ MR/ PET/ X-RAY Brain/ Chest 1384 No Cls COVID-19
46 COVID19-CT-1000 2021 2D/ 3D CT Lung 1000 Yes Cls COVID-19
47 MIDRC-RICORD-1B 2021 3D CT Chest 120 Yes Cls COVID-19 negative
48 STOIC2021 2021 3D CT Lung 10735 Yes Cls COVID-19
49 COVID-19 CT scans 2021 3D CT Lung 20 Yes Seg COVID-19 infection
50 COV19-CT-DB 2022 3D CT Chest 7750 Yes Cls COVID-19
51 LNQ2023 2023 3D CT Chest 513 Yes Seg Lymph node metastases
52 Parse2022 2022 3D CT Pulmonary artery 200 Yes Seg Pulmonary hypertension
53 LNDb 2019 3D CT Lung 294 Yes Cls/Det/Seg Lung cancer
54 FUMPE 2018 3D CT Lung 35 Yes Seg/Det Pulmonary embolism
55 InSTANCE2022 2022 3D CT Brain 200 Yes Seg Intracranial Hemorrhage
56 ISLES 2024 2024 3D CT/MR Brain 250 Yes Seg Acute/subacute ischemic stroke
57 HaN-Seg 2023 3D CT/MR Head and Neck 42 Yes Seg Head and Neck Cancer
58 SegRap2023 2023 3D CT Head, Neck 400 Yes Seg Nasopharyngeal carcinoma
59 PDDCA 2015 3D CT Brainstem, Mandible, Optic nerves, Chiasm, Paro... 48 Yes Seg Head and neck cancer
60 StructSeg2019 Task 1 2019 3D CT Head and Neck 60 Yes Seg Head and Neck Cancer
61 StructSeg2019 Task 2 2019 3D CT Head and Neck 60 Yes Seg Nasopharyngeal carcinoma
62 StructSeg2019 Task 3 2019 3D CT Chest 60 Yes Seg Lung cancer
63 StructSeg2019 Task 4 2019 3D CT Lung 60 Yes Seg Lung cancer
64 Learn2Reg Lung CT 2020 3D CT Thorax 30 Yes Reg Respiratory motion
65 Learn2Reg NLST 2022 3D CT Thorax 420 Yes Reg Lung cancer
66 Learn2Reg Abdomen CT-CT 2020 3D CT Abdomen 50 Yes Reg Multi-organ
67 Learn2Reg Abdomen MR-CT 2021 3D CT/MRI Abdomen 122 Yes Reg Multi-modal
68 Continuous Registration 2019 3D CT/MR Lung/Brain 142 Yes Reg Respiratory motion/COPD
69 Continuous Registration DIRLAB 2018 3D CT Lungs 20 Yes Reg/lmk Respiratory-induced motion
70 Continuous Registration EMPIRE 2010 3D CT Lungs 60 Yes Reg Lung conditions
71 HECKTOR 2020 2020 3D CT/ PET Head and Neck 254 Yes Seg Head and Neck Cancer
72 HECKTOR 2021 2021 3D CT/ PET Head and Neck 325 Yes Seg/ Reg Head and Neck Cancer
73 HECKTOR 2022 2022 3D CT/ PET Head and Neck 883 Yes Seg/ Reg Head and Neck Cancer
74 VerSe19 2019 3D CT Spine 160 Yes Seg/Lab Spine diseases
75 VerSe20 2020 3D CT Spine 300 Yes Seg/Lab Spine diseases
76 CTSpine1K 2021 3D CT Spine 1005 Yes Seg Spine diseases
77 CTPelvic1K 2020 3D CT Pelvic 1184 Yes Seg Pelvic bone conditions
78 RibFrac2020 2020 3D CT Ribs 660 Yes Seg/Cls/Det Rib fractures
79 BTCV Abdomen 2015 3D CT Abdomen 50 Yes Seg N/A
80 BTCV Cervical 2015 3D CT Cervix 50 Yes Seg Cervical cancer
81 ACRIN-HNSCC-FDG-PET-CT (ACRIN 6685) 2016 3D CT/MR/NM/PET Head and Neck 260 Yes Cls Head and Neck Cancer
82 ACRIN-DSC-MR-Brain (ACRIN 6677) 2019 2D/3D CT/MR Brain 123 Yes Cls Glioblastoma
83 ACRIN-FLT-Breast (ACRIN 6688) 2017 3D CT/ PET Breast 83 Yes Cls Breast Cancer
84 ACRIN-FMISO-Brain (ACRIN 6684) 2016 3D CT/MR/ PET Brain 45 Yes Seg/Cls Glioblastoma
85 ACRIN-NSCLC-FDG-PET (ACRIN 6668) 2020 3D CT/ PET Lung 242 Yes Cls Lung cancer
86 AREN0532 2022 2D/3D CR/ CT/ MR/ PET/ RTIMAGE/ US Kidney 544 No Cls Wilms tumor
87 AREN0532-Tumor-Annotations 2023 3D CT/MR Kidney 543 Yes Seg Wilms' Tumor
88 AREN0533 2022 3D CR/ CT/ MR/ US Kidney 294 No Cls Wilms tumor
89 AREN0533-Tumor-Annotations 2023 3D CR/ CT/ MR/ US Kidney 294 Yes Seg Wilms tumor
90 AREN0534 2021 2D/ 3D CT/ MR/ PET/ US Kidney 239 Yes Seg Wilms tumor
91 AHOD0831 2022 2D/3D CR/ CT/ DX/ MR/ NM/ OT/ PET/ SC/ XA Lymphatic 165 Yes Seg Hodgkin Lymphoma
92 AHOD0831-Tumor-Annotations 2023 3D CT/ PET Lymph nodes, spleen, salivary glands, Waldeyer'... 165 Yes Seg Hodgkin Lymphoma
93 HNSCC-3DCT-RT 2018 3D CT Head and Neck 31 Yes Seg Head and Neck Cancer
94 HNSCC 2020 3D CT/MR/PET Head and Neck 627 Yes Seg Head and Neck Cancer
95 CT COLONOGRAPHY 2015 3D CT Colon 825 Yes Cls Colon Cancer
96 CT-Lymph-Nodes 2015 2D/3D CT Mediastinum / Abdomen 176 Yes Det/Seg Lymphadenopathy
97 CC-Radiomics-Phantom 2017 3D CT Phantom 17 No Cls Lung cancer
98 CC-Radiomics-Phantom-2 2019 3D CT Phantom 251 No - Phantom study
99 CC-Radiomics-Phantom-3 2019 3D CT Head/Chest 275 Yes Seg N/A
100 CC-Tumor Heterogeneity 2023 3D CT/MR/ PET Cervix 23 Yes Seg/Cls Cervical cancer
101 TCGA-BLCA 2014 3D CT/ MR/ PET/ X-RAY Bladder 120 No Cls Bladder carcinoma
102 TCGA-COAD 2014 3D CT Colon 25 No Cls Colon cancer
103 TCGA-ESCA 2014 3D CT Esophagus 16 No Cls Esophageal carcinoma
104 TCGA-GBM 2014 3D CT/ DX/ MR Brain 575 No Cls Glioblastoma Multiforme
105 TCGA-HNSC 2014 3D CT/ MR/ PET Head and Neck 479 No Cls Head and Neck Cancer
106 TCGA-KICH 2016 3D CT/MR Kidney 15 No Cls Kidney cancer
107 TCGA-KIRC 2016 3D CR/CT/MR Kidney 2654 Yes Cls Kidney cancer
108 TCGA-KIRC-Radiogenomics 2015 3D CT/MR Kidney 103 Yes Cls Renal cell carcinoma
109 TCGA-KIRP 2014 3D CT/ MR/ PET Kidney 33 No Cls Kidney cancer
110 TCGA-LGG 2014 3D CT/MR Brain 199 Yes Cls Lower Grade Glioma
111 TCGA-LIHC 2014 2D/3D CT/MR/ PET Liver 97 No Cls Liver cancer
112 TCGA-LUAD 2016 3D CT/ NM/ PT Lung 69 No Cls Lung cancer
113 TCGA-LUSC 2016 3D CT/ PET Lung 37 No Cls Lung cancer
114 TCGA-OV 2016 3D CT/ MR/ OT Ovary 143 No Cls Ovarian cancer
115 TCGA-OV-Radiogenomics 2016 3D CT Ovary 93 Yes Cls Ovarian cancer
116 TCGA-OV-Proteogenomics 2020 3D CT Ovary 20 No Seg Ovarian cancer
117 TCGA-PRAD 2015 3D CT/MR/PET Prostate 14 No Cls Prostate cancer
118 TCGA-READ 2014 3D CT/MR Rectum 3 No Cls Rectum adenocarcinoma
119 TCGA-SARC 2014 3D CT/MR Chest/ Abdomen/ Leg/ Spine 33 No Cls Sarcoma
120 TCGA-UCEC 2020 3D CT/ MR/ PET/ X-RAY Uterus 65 No Cls Uterine cancer
121 CPTAC-CCRCC 2018 2D/ 3D CT/ MICROSCOPY/ MR Kidney 262 Yes Cls Renal cell carcinoma
122 CPTAC-CM 2018 2D/ 3D CT/ MR/ PT Skin 95 No Cls/ Seg Cutaneous Melanoma
123 CPTAC-GBM 2018 2D/ 3D CT/ MICROSCOPY/ MR Brain 200 No Cls Glioblastoma
124 CPTAC-HNSCC 2018 3D CT/MR/WSI Head and Neck 207 Yes Cls Head and Neck Cancer
125 CPTAC-LSCC 2018 2D/3D CT/ MICROSCOPY/ PET Lung 212 No Cls Lung cancer
126 CPTAC-LUAD 2018 2D/ 3D CT/ MR/ PET Lung 244 No Cls Lung cancer
127 CPTAC-PDA 2018 3D CT/ MR/ PET/ US Pancreas 168 No Cls Pancreatic cancer
128 CPTAC-SAR 2019 2D/ 3D CT/ MR/ PET/ US Abdomen/ Arm/ Bladder/ Chest/ Head–Neck/ Kidney/ Leg/... 88 No Cls Sarcomas
129 CPTAC-UCEC 2019 2D/ 3D CT/ MR/ PET/ US Uterus 250 No Cls Endometrial Carcinoma
130 NSCLC-Radiomics 2014 3D CT Lung 422 Yes Seg/Cls Lung cancer
131 NSCLC-Radiomics-Genomics 2014 3D CT Lung 89 Yes Cls Lung cancer
132 NSCLC-Radiogenomics 2015 3D CT/ PET Chest 211 Yes Seg/ Cls Lung cancer
133 NSCLC-Cetuximab (RTOG-0617) 2018 3D CT Chest 490 No Cls Lung cancer
134 NSCLC-Radiomics-Interobserver1 2019 3D CT Lung 22 Yes Seg Lung cancer
135 CMB-CRC 2022 2D/3D CT/ MR/ PET/ US/ WSI Colon 12 No Cls Colorectal Cancer
136 CMB-GEC 2022 2D/3D CT/ MICROSCOPY/ MR/ PET Esophagus 17 No Seg/Cls Gastroesophageal Cancer
137 CMB-LCA 2022 2D/3D CT/ DX/ MR/ NM/ PT/ US Lung 16 No Cls Lung cancer
138 CMB-MEL 2022 2D/ 3D CT/ PET/ US/ WSI Skin 40 No Cls Melanoma
139 CMB-MML 2022 2D/3D CR/ CT/ DX/ HISTOPATHOLOGY/ MR/ PET/ XA Blood/Bone 138 No Cls Multiple Myeloma
140 CMB-PCA 2022 2D/3D CT/ DX/ MR/ NM/ PET/ RF Prostate 50 No Cls Prostate cancer
141 Crowds-Cure-2017 2017 3D CT Lung, Kidney, Liver, Ovary 352 Yes Seg/Det Cancer
142 Crowds-Cure-2018 2019 3D CT Bladder/ Brain/ Colon/ Head-Neck/ Kidney/ Lung/ Pancr 324 Yes Det/Reg Metastatic diseases
143 QIN-Breast 2015 3D CT/ MR/ PET Breast 68 Yes Cls Breast cancer
144 QIN-HEADNECK 2015 3D CT/ PET Head and Neck 279 Yes Seg Head and neck carcinomas
145 QIN LUNG CT 2015 3D CT Lung 47 No Cls Lung cancer
146 QIN-LungCT-Seg 2015 3D CT Chest 31 Yes Seg Lung cancer
147 QIBA CT-1C 2011 3D CT Phantom 1 Yes Seg N/A
148 QIBA-VolCT-1B 2020 3D CT Lung 40 Yes Seg Lung cancer
149 QIBA-CT-Liver-Phantom 2021 3D CT Liver 684 No Seg/Det Liver pathology
150 Multi-Modality Vertebra Recognition 2015 2D/3D CT/MR Spine 0 Yes Loc/Reg/Rec Spine diseases
151 xVertSeg 2016 3D CT Lumbar vertebrae 25 Yes Seg/Cls Vertebral fractures
152 Computational Methods and Clinical Applications for Spine Imaging 2015 3D CT Spine 312 Yes Seg/Loc Spinal diseases
153 ACNS0332 2021 3D CT/MR Brain/Spine 85 Yes Seg Brain cancer
154 AHEP0731 2021 3D CT/ MR/ PET/ US/ XA Liver/ Chest 190 No Seg/ Cls Liver Cancer
155 Anti-PD-1 Lung 2019 3D CT/ PET/ SC Lung 46 No Cls Lung cancer
156 Anti-PD-1 Immunotherapy Melanoma 2019 3D CT/ MR/ PT Skin 47 No Cls Melanoma
157 BREAST-DIAGNOSIS 2011 2D/ 3D CT/ MG/ MR/ PT Breast 88 Yes Cls Breast cancer
158 CALGB50303 2021 3D CT/ PET Chest/ Abdomen/ Pelvis 155 Yes Cls Diffuse Large B-Cell Lymphoma
159 ELCAP Public Lung Image Database 2003 3D CT Lung 50 Yes Det Lung nodules
160 GLIS-RT 2021 2D/3D CT/MR Brain 230 Yes Seg/Reg Brain tumors
161 HEAR-EU 2017 3D CT Cochlea 80 Yes Seg Sensorineural hearing loss
162 Head-Neck Cetuximab (RTOG 0522) 2013 3D CT/ PET Head and Neck 111 No Cls Head and Neck Carcinomas
163 Head-Neck-PET-CT 2017 3D CT/ PET Head and Neck 298 Yes Seg/ Cls Head and Neck Cancer
164 Head-Neck-Radiomics-HN1 2019 3D CT/ PET Head/ Neck 137 Yes Seg Head and Neck Cancer
165 LCTSC 2017 3D CT Lung 60 Yes Seg Lung cancer
166 LDCT-and-Projection-data 2020 3D CT Head, Chest, Abdomen 299 Yes Rec Various pathologies
167 LIDC-IDRI 2011 3D CT Lung 1018 Yes Seg/Det Lung cancer
168 Lung-PET-CT-Dx 2020 3D CT/ PET Lung 355 Yes Cls/ Det Lung cancer
169 LungCT-Diagnosis 2014 3D CT Lung 61 Yes Cls Lung cancer
170 National Lung Screening Trial (NLST) 2013 3D CT/ MICROSCOPY Chest 26254 Yes Cls Lung cancer
171 OPC-Radiomics 2020 3D CT Head and Neck 606 Yes Seg/Cls Oropharyngeal Carcinoma
172 Parkinson 2010 3D MR/ PET/ SPECT Brain 683 Yes Cls Parkinson's Disease
173 Pediatric-CT-SEG 2021 3D CT Chest/ Abdomen/ Pelvis 359 Yes Seg Non-cancer pediatric exams
174 Public Lung Database To Address Drug Response 2009 3D CT Lung 93 Yes Seg/Det Lung cancer
175 QIDW 2015 3D CT/ MR/ PET/ US Lung 52000 No Cls Quality assurance
176 RIDER Lung PET-CT 2015 3D CT/ PET Lung 243 No Cls Lung cancer
177 SMIR Full Body CT 2013 3D CT Skeleton 50 No Seg -
178 SPIE-AAPM Lung CT Challenge 2015 3D CT Lung 70 Yes Cls Lung cancer
179 Vestibular-Schwannoma-SEG 2021 3D MR/ RTDOSE/ RTPLAN/ RTSTRUCT Brain 242 Yes Seg Vestibular schwannoma
180 MM-WHS 2017 3D CT/MR Heart 120 Yes Seg Cardiac conditions
181 Soft-tissue-Sarcoma 2015 3D CT/ MR/ PET Extremities 51 Yes Seg/Cls Soft-tissue sarcoma
182 Seg Soft Tissue 2021 3D CT/MR/PET Soft tissue 51 Yes Seg Soft-tissue sarcomas (preprocessed)
183 Left Atrial Wall Thickness Challenge 2016 3D CT/MR Heart 20 Yes Seg Atrial Fibrillation
184 MELA22 2022 3D CT Mediastinum 1100 Yes Det Mediastinal lesions
185 Head and Neck Auto Segmentation Challenge 2015 3D CT Brainstem, Mandible, Chiasm, Optic Nerves, Paro... 48 Yes Seg Head and Neck Neoplasms
186 RSNA STR Pulmonary Embolism Detection 2020 3D CT Lung 12195 Yes Cls/Det Pulmonary embolism
187 KNIGHT 2021 3D CT Kidney 400 Yes Cls Renal cancer
188 Data Science Bowl 2017 2017 3D CT Lungs 2101 Yes Cls Lung cancer
189 OSIC Pulmonary Fibrosis Progression 2020 3D CT Lung 200 Yes Reg Pulmonary fibrosis
190 The Visible Human Project 1994 2D/3D CT/MR Full Body 2 No Atlas Anatomical reference
191 ABCs 2020 3D CT/MR Brain 75 Yes Seg Glioma
192 MATCH 2021 2D/3D CT/X-RAY Lung 9 Yes Loc/Trk Lung cancer
193 CTVIE19 2019 3D CT Lung 64 Yes Seg Lung cancer
194 ImageCLEFtuberculosis 2018 2018 3D CT Chest 1513 Yes Cls Tuberculosis
195 ImageCLEF 2017 Tuberculosis 2017 3D CT Chest 944 Yes Cls Tuberculosis
196 fastPET-LD 2021 3D CT/ PET Whole Body 68 Yes Det Oncologic Imaging
197 Low Dose CT 2016 3D CT Liver 30 Yes Det Liver lesions
198 LUMIC 2018 3D CT Lung 13 Yes Reg/Seg Pulmonary perfusion defects
199 CAD-PE 2013 3D CT Liver 91 Yes Seg Pulmonary Embolism
200 ANODE09 2009 3D CT Lung 55 Yes Det Lung cancer
201 VESSEL12 2012 3D CT Lung 20 Yes Seg Respiratory diseases
202 RIDER Lung CT 2015 3D CT Lung 32 Yes Seg Lung cancer
203 OpenKBP 2020 3D CT Head and Neck 340 Yes Reg Head and Neck Cancer
204 CT-vs-PET-Ventilation-Imaging 2022 3D CT/ PET Lung 20 No Cls Lung cancer
205 HCC-TACE-Seg 2021 3D CT Liver 105 Yes Seg Liver cancer
206 MOOD 2022-abdominal 2022 3D CT Abdomen 550 Yes Seg/Cls Anomalies
207 StageII-Colorectal-CT 2022 3D CT Abdomen 230 No Cls Colorectal cancer
208 Pseudo-PHI-DICOM-Data 2021 2D/3D CT/MR/PET/X-RAY Various 21 No Reg Various cancers
209 4D-Lung 2016 3D CT Lung 20 Yes Seg Lung cancer
210 Lung Phantom 2015 3D CT Thorax 1 No Seg Synthetic lung nodules
211 NaF PROSTATE 2013 3D CT/ PET Prostate 9 No Cls Prostate cancer
212 EndoVis 2022 - P2ILF 3D-CT 2022 3D CT/ENDOSCOPY Liver 15 Yes Seg Liver Tumor
213 Finding and Measuring Lungs in CT Data 2019 2D/3D CT Lungs 538 Yes Seg Lung diseases
214 SynthRAD2023 2023 3D CT/MR Brain, Pelvis 1080 Yes Syn Oncological
215 IACTA-EST2023 2023 3D CT Brain 402 Yes Cls Acute Ischemic Stroke
216 ISBI2023 challenge - APIS 2023 3D CT Brain 96 Yes Seg N/A
217 AUTO-RTP 2022 3D CT Prostate, Seminal Vesicles, Pelvic Lymph Nodes 10 Yes Seg Prostate cancer
218 Subsolid Nodules 2025 3D CT Lung 59 Yes Seg Lung cancer
219 DICOM-LIDC-IDRI-Nodules 2018 3D CT Lung 875 Yes Seg Lung cancer
220 Burdenko-GBM-Progression 2023 3D CT/MR Brain 180 Yes Seg/Cls Glioblastoma
221 PDMR-833975-119-R 2020 3D CT/MR/PET Pancreas 20 No Cls Pancreatic adenocarcinoma
222 APOLLO-5-LSCC 2021 3D CT/PET Lung 36 Yes Seg Lung squamous cell carcinoma
223 APOLLO-5-LUAD 2021 3D CT Lung 5 Yes Seg Lung adenocarcinoma
224 APOLLO-5-ESCA 2021 3D CT Esophagus 4 Yes Seg Esophageal squamous cell carcinoma
225 APOLLO-5-PAAD 2021 3D CT Pancreas 1 Yes Seg Pancreatic adenocarcinoma
226 APOLLO-5-THYM 2021 3D CT Thymus 4 Yes Seg Thymoma
227 Lung-Fused-CT-Pathology 2018 2D/3D CT/MICROSCOPY Lung 6 Yes Seg Lung cancer
228 LUAD-CT-Survival 2017 3D CT Lung (Thorax) 40 Yes Seg Lung Adenocarcinoma
229 ARAR0331 2022 3D CT/MR/ PET Head 108 Yes Seg Nasopharyngeal cancer
230 GammaKnife-Hippocampal 2022 3D CT/ MR/ RTSTRUCT Hippocampus 390 Yes Seg Brain conditions
231 A091105 2023 3D CT/MR Soft tissue 83 No Seg Desmoid tumors
232 Colorectal-Liver-Metastases 2023 3D CT/SEG Liver 197 Yes Seg Colorectal cancer liver metastases
233 Head-Neck-CT-Atlas 2017 3D CT/ MR/ PET Head/Neck 215 Yes Seg Head and neck cancer
234 NRG-1308 (RTOG 1308) 2015 3D CT Lung 12 Yes Seg Lung cancer
235 Phantom FDA 2015 3D CT Lungs 7 No Reg Lung cancer
236 CTpred-Sunitinib-panNET 2022 3D CT Pancreas 38 Yes Cls Pancreatic neuroendocrine tumors
237 CALGB50303-Tumor-Annotations 2023 3D CT/ PET Lymphatic system 155 Yes Seg/ Cls Diffuse Large B-Cell Lymphoma
238 RIDER-LungCT-Seg 2020 3D CT Lung 31 Yes Seg Lung cancer
239 Radiomic-Feature-Standards 2020 3D CT Chest 13 Yes Seg Lung cancer
240 PleThora 2020 3D CT Thoracic 402 Yes Seg Lung cancer
241 MRI-DIR 2018 3D CT/MR Head-Neck 9 No Reg Head and Neck Cancer
242 Ivy Glioblastoma Atlas Project (IvyGAP) 2016 3D CT/MR Brain 39 Yes Seg/Cls Glioblastoma
243 RIDER Pilot 2023 2D/3D CR/CT/DX Lung 8 No Cls Lung cancer
244 RADCURE 2024 3D CT Head and Neck 3346 Yes Seg Head and Neck Cancer
245 Adrenal-ACC-Ki67-Seg 2023 3D CT Adrenal 53 Yes Seg Adrenocortical carcinoma
246 Prostate-Anatomical-Edge-Cases 2023 3D CT Prostate, Rectum, Bladder, Femoral Heads 131 Yes Seg Prostate Cancer
247 3D-IRCADb 2010 3D CT Liver 20 Yes Seg Liver tumors
248 SEG.A. 2023 2023 3D CT Aorta 56 Yes Seg Aortic diseases
249 P2ILF 2022 2D/3D CT/MR Liver 186 Yes Seg/Reg Liver cancer
250 SynthStrip 2022 2D/3D CT/MR/PET Brain 622 Yes Seg Glioblastoma
251 MOOD 2024 3D CT/MR Brain/Abdomen 1358 Yes Det/Loc Incidental pathologies
252 PENGWIN2024-Task1 2024 3D CT Pelvis 150 Yes Seg Pelvic fractures
253 TriALS2024-Task1 2024 3D CT Liver 201 Yes Seg Liver tumors
254 TriALS2024-Task2 2024 3D CT Liver 240 Yes Seg Hepatocellular carcinoma
255 National Lung Screening Trial (NLST) 2D-Pathology 2013 2D/3D CT/ MICROSCOPY Chest 451 Yes Cls Lung cancer
256 QUBIQ2021 3D CT 2021 3D CT Pancreas 118 Yes Seg Pancreatic lesions
257 orCaScore 2014 3D CT Heart 72 Yes Det/Seg Cardiovascular diseases
258 INSPECT 2023 3D CT Lungs 23248 Yes Cls Pulmonary embolism
259 BIMCV-R 2024 2D/3D CT Thoracic 8069 Yes Rec Multiple diseases
260 Mandibular-CT-Dataset 2018 3D CT Mandible 10 Yes Seg N/A
261 Semi-TeethSeg 2023 2D/3D CT/X-RAY Teeth 38000 Yes Seg Dental issues

🧠 3D MR Datasets

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# Dataset Year Dim Modality Structure Volumes Label Task Diseases
1 TotalSegmentator MRI 2024 3D MR Whole-body 616 Yes Seg Various pathologies
2 ACDC 2017 3D MR Heart 150 Yes Seg/ Cls Cardiac conditions
3 M&Ms 2020 3D MR Heart 375 Yes Seg Cardiac diseases
4 M&Ms-2 2021 3D MR Heart 360 Yes Seg Cardiac conditions
5 LAScarQS 2022 2022 3D MR Heart 194 Yes Seg/Quan Left atrial scar quantification and segmentation
6 LAScarQS++ 2024 2024 3D MR Heart 200+ Yes Seg/Quan Multi-center left atrial and scar segmentation
7 MyoPS2020 2020 3D MR Heart 45 Yes Seg Myocardial infarction
8 MyoPS++ 2024 2024 3D MR Heart 200+ Yes Seg Multi-center myocardial pathology
9 MM-WHS 2017 3D CT/MR Heart 120 Yes Seg Cardiac conditions
10 WHS++ 2024 2024 3D CT/MR Heart 200+ Yes Seg Multi-center whole heart segmentation
11 CuRIOUS2018-MR FLAIR 2018 3D MR/ US Brain 33 Yes Reg Brain tumors
12 CuRIOUS2018-US 2018 3D MR/ US Brain 32 Yes Reg Brain tumors
13 CuRIOUS2018-MR T1W 2018 3D MR/ US Brain 33 Yes Reg Brain tumor
14 CuRIOUS2019-MR-FLAIR 2019 3D MR/ US Brain 32 Yes Reg Low-grade gliomas
15 CuRIOUS2019 2019 3D MR/ US Brain 33 Yes Reg Brain tumor
16 CuRIOUS2019 US 2019 3D MR/ US Brain 33 Yes Reg Low-grade gliomas
17 CuRIOUS2019-MR T1W 2019 3D MR/ US Brain 33 Yes Reg Brain tumor
18 CuRIOUS2022 2022 3D MR/ US Brain 33 Yes Seg Low-grade gliomas
19 CrossMoDA2021 2021 3D MR Brain 347 Yes Seg Vestibular Schwannoma
20 CrossMoDA2022 2022 3D MR Brain 347 Yes Seg/ Cls Vestibular Schwannoma
21 CrossMoDA2023 2023 3D MR Brain 544 Yes Seg Vestibular Schwannoma
22 OASIS-1 2007 3D MR Brain 416 Yes Seg/ Cls Alzheimer's Disease
23 OASIS-2 2010 3D MR Brain 1200 Yes Cls Alzheimer's Disease
24 OASIS-3 2019 3D CT/MR/ PET Brain 5699 Yes Seg/Cls Alzheimer's Disease
25 Learn2Reg OASIS 2020 3D MR Brain 416 Yes Reg Alzheimer's Disease
26 Learn2Reg Hippocampus MR 2020 3D MR Brain 263 Yes Reg Anatomical segmentation
27 Learn2Reg LUMIR 2024 3D MR/US Brain 269 Yes Reg Multi-modal
28 PROMISE09 2009 3D MR Prostate 15 Yes Seg Prostate cancer
29 PROMISE12 2012 3D MR Prostate 50 Yes Seg Prostate cancer
30 Prostate-3T 2013 3D MR Prostate 64 Yes Seg Prostate cancer
31 Prostate-Diagnosis 2015 3D MR Prostate 92 Yes Seg/ Cls Prostate cancer
32 PROSTATEx 2016 3D MR Prostate 204 Yes Cls Prostate cancer
33 PROSTATEx-2 2017 3D MR Prostate 162 Yes Cls Prostate cancer
34 QIN Breast DCE-MR 2014 3D MR Breast 10 Yes Seg Breast cancer
35 QIN-SARCOMA 2014 3D MR Breast, Calf, Chest, Elbow, Knee, Leg, Shoulder... 15 No Cls Soft-tissue sarcoma
36 QIN GBM Treatment Response 2015 2D/ 3D MR Brain 54 No Cls Glioblastoma Multiforme
37 QIN-BRAIN-DSC-MR 2016 3D MR Brain 49 Yes Seg Glioma
38 QIN-PROSTATE-Repeatability 2018 3D MR Prostate 15 Yes Seg Prostate cancer
39 QIN-BREAST-02 2019 3D MR Breast 13 No Cls Breast cancer
40 Prostate-MR-US-Biopsy 2020 3D MR/ US Prostate 1151 Yes Reg/Seg Prostate Cancer
41 Prostate MR Segmentation Dataset 2020 3D MR Prostate 116 Yes Seg Prostate cancer
42 PROSTATEx-Seg-Zones 2020 3D MR Prostate 98 Yes Seg Prostate cancer
43 PROSTATEx-Seg-HiRes 2020 3D MR Prostate 66 Yes Seg Prostate cancer
44 PI-CAI 2022 3D MR Prostate 1500 Yes Seg/ Cls Prostate cancer
45 $$-RegPro2023 2023 3D MR/ US Prostate 108 Yes Reg/lmk Prostate cancer
46 SKI10 2010 3D MR Bone, Cartilage 150 Yes Seg Osteoarthritis
47 TADPOLE 2017 3D MR/ PET Brain 1667 Yes Cls/ Reg Alzheimer's Disease
48 MSSEG-2 2021 3D MR Brain 100 Yes Seg Multiple sclerosis
49 MSSEG 2016 2016 2D/ 3D MR Brain 15 Yes Seg Multiple sclerosis
50 MSSEG 2008 2008 3D MR Brain 38 Yes Seg Multiple Sclerosis
51 Cam-CAN 2015 3D MEG/ MR Brain 3000 No Cls Healthy ageing
52 ISLES 2015 2015 3D MR Brain 114 Yes Seg Ischemic stroke
53 ISLES 2016 2016 3D MR Brain 75 Yes Seg Ischemic stroke
54 ISLES 2017 2017 3D MR Brain 75 Yes Seg Ischemic stroke
55 ISLES 2018 2018 3D MR Brain 103 Yes Seg Ischemic stroke
56 ISLES 2022 2022 3D MR Brain 400 Yes Seg Ischemic stroke
57 ISLES 2024 2024 3D MR Brain 250 Yes Seg Acute/subacute ischemic stroke
58 WMH 2017 3D MR Brain 170 Yes Seg White matter hyperintensities
59 BraTS 2012 2012 3D MR Brain 50 Yes Seg Glioma
60 BraTS 2013 2013 3D MR Brain 60 Yes Seg Glioma
61 BraTS 2014 2014 3D MR Brain 238 Yes Seg Glioma
62 BraTS 2015 2015 3D MR Brain 253 Yes Seg/Prog Glioma
63 BraTS 2016 2016 3D MR Brain 391 Yes Seg/Prog Glioma
64 BraTS 2017 2017 3D MR Brain 477 Yes Seg/Surv Glioma
65 BraTS 2018 2018 3D MR Brain 542 Yes Seg/Surv Glioma
66 BraTS 2019 2019 3D MR Brain 626 Yes Seg/Surv Glioma
67 BraTS 2020 2020 3D MR Brain 660 Yes Seg/Surv Glioma
68 BraTS 2021 2021 3D MR Brain 2040 Yes Seg/MGMT Glioma
69 BraTS 2022 2022 3D MR Brain 1470 Yes Seg Glioma
70 BraTS 2023 2023 3D MR Brain 5880 Yes Seg Glioma
71 MSD01 BrainTumour 2018 3D MR Brain 750 Yes Seg Brain tumor
72 MSD02 Heart 2018 3D MR Heart 30 Yes Seg Cardiac conditions
73 MSD04 Hippocampus 2018 3D MR Hippocampus 394 Yes Seg Anatomical segmentation
74 MSD05 Prostate 2018 3D MR Prostate 48 Yes Seg Prostate cancer
75 FeTA 2021 2021 3D MR Brain 50 Yes Seg Congenital Disorders
76 FeTA 2022 2022 3D MR Brain 80 Yes Seg Neurodevelopment disorders
77 fastMR 2020 2D/ 3D MR Brain/ Knee/ Prostate/ Breast 1594 No Rec Multi-organ
78 High Anisotropy MR 2013 3D MR Spine 17 No Rec Spine conditions
79 1000 Functional Connectomes Project 2010 3D MR Brain 1414 No Cls Adult ADHD
80 Language Processing Children 2022 3D MR Brain 322 Yes Cls Language impairment
81 ISPY1 (ACRIN 6657) 2016 3D MR Breast 847 Yes Seg/ Cls Breast cancer
82 ACRIN-Contralateral-Breast-MR 2021 3D CR/MR Breast 984 No Cls Breast Cancer
83 ACRIN 6698/I-SPY2 Breast DWI 2021 3D MR Breast 385 Yes Seg/ Cls Breast cancer
84 ADNI 2017 3D MR/ PET Brain 2500 No Cls Alzheimer's Disease
85 ADNIDOD 2017 3D MR/ PET Brain 195 No Cls Alzheimer's Disease
86 ABVIB 2017 3D MR Brain 280 No Cls Alzheimer's Disease
87 AIBL 2017 3D MR/ PET Brain 278 Yes Cls Alzheimer's Disease
88 AOMIC-ID1000 2021 3D MR Brain 928 No Reg Healthy adults
89 BOLD Verb Generation 2020 4D MR Brain 143 No Reg Developmental language disorder
90 Brain Correlates of Math Development 2018 3D MR Brain 132 No Cls Developmental disorders
91 Brain Segmentation Testing Protocol 2011 3D MR Brain 312 Yes Seg Alzheimer's Disease
92 BrainMetShare 2020 3D MR Brain 156 Yes Seg Brain metastases
93 Breast-MR-NACT-Pilot 2016 3D MR Breast 64 Yes Seg Breast cancer
94 CAMR Rat Brain MR Data 2020 3D MR Brain 264 No Reg Animal model study
95 Caltech Conte Center 2022 3D MR Brain 117 No Cls Healthy
96 Cognitive Training 2020 3D MR Brain 166 No Cls Cognitive training study
97 Colin 3T/7T High-resolution Atlas 2014 3D MR Brain 19 No Reg Brain diseases
98 Concrete Permuted Rule Operations 2021 3D MR Brain 96 No Cls Cognitive function
99 Cortical Myelin T1w/T2w 2021 3D MR Brain 86 No Cls Unipolar depressive disorders
100 Cross-Sectional Multidomain Lexical Processing 2019 3D MR Brain 91 No Cls Language processing study
101 Prefrontal Cortex Development 2021 3D MR Brain 90 No Cls Developmental study
102 Duke-Breast-Cancer-MR 2021 3D MR Breast 922 Yes Seg/ Cls Invasive breast cancer
103 Dynamic Passive Threat 2019 3D MR Brain 295200 No Cls Threat processing study
104 Emotion Regulation Ageing Brain 2020 3D MR Brain 34 No Cls Normal ageing
105 Resting State Bilinguals 2019 3D MR Brain 823 No Cls Healthy adults
106 Brain Genomics Superstruct Project (GSP) 2015 3D MR Brain 1570 No Seg Healthy adults
107 Human Connectome Project (HCP) 2017 3D MR Brain 1206 No Cls/Rec Healthy young adults
108 IXI Dataset 2024 3D MR Brain 600 No Reg/Rec Healthy adults
109 KNOAP2020 2020 2D/ 3D MR/X-RAY Knee 453 Yes Cls Knee Osteoarthritis
110 LGG-1p19qDeletion 2017 3D MR Brain 159 Yes Seg/ Cls Low Grade Glioma
111 Lausanne TOF-MRA Aneurysm Cohort 2021 3D MR Brain 284 Yes Det Brain aneurysm
112 MASiVar 2021 3D MR Brain 319 No Trk Healthy subjects
113 MIRIAD dataset 2013 3D MR Brain 708 No Reg Alzheimer's Disease
114 MPI-Leipzig Mind-Brain-Body 2019 3D EEG/MR Brain 318 No Cls Healthy cohort
115 Cue Induced Craving MR 2020 3D MR Brain 598 No Rec Normal neurophysiological states
116 Children Adults Animated Film MR 2018 3D MR Brain 155 No Rec Developmental study
117 Mouse rest multicentre 2019 3D MR Brain 255 No Cls Healthy mouse model
118 Multi-echo Cambridge 2018 3D MR Brain 89 No Rec Healthy neurotypical
119 NARPS 2019 3D MR Brain 108 No Cls Healthy participants
120 Narratives 2019 3D MR Brain 891 No Cls Healthy participants
121 Naturalistic Neuroimaging Database 2021 3D MR Brain 86 No Cls Healthy controls
122 Neurocognitive aging data release with behavioral 2022 3D MR Brain 301 No Cls Healthy cognitive aging
123 PETfrog 2020 3D MR/ PET Brain 238 No Cls Brain development
124 Pragmatic Language 2021 3D MR Brain 145 No Loc Pragmatic comprehension deficits
125 REMBRANDT 2014 3D MR Brain 130 Yes Seg/ Cls Gliomas
126 SIMON Dataset 2019 3D MR Brain 73 No Reg Healthy Control
127 SUDMEX CONN 2021 3D MR Brain 138 No Cls Cocaine use disorder
128 Serum Grey Matter Cortical Thickness 2020 3D MR Brain 143 No Reg Brain morphometry study
129 Speech disfluencies: Neurophysiological aspect in normal population 2021 3D MR Brain 81 No Cls Speech disorders
130 T1 Chronotype Sleep Study 2021 3D MR Brain 136 No Cls Healthy
131 TCGA-GBM-QI-Radiogenomics 2014 3D MR Brain 55 Yes Seg Glioblastoma
132 TCGA-GBM-Radiogenomics 2014 3D MR Brain 75 Yes Seg Glioblastoma
133 TCGA-BRCA 2014 2D/ 3D MG/MR Breast 139 No Cls Breast cancer
134 TCGA-CESC 2014 3D MR Cervix 54 No Cls Cervical cancer
135 TCGA-Breast-Radiogenomics 2015 3D MR Breast 84 Yes Seg/ Cls Breast cancer
136 BraTS-TCGA-GBM 2017 3D MR Brain 135 Yes Seg Glioma
137 BraTS-TCGA-LGG 2017 3D MR Brain 108 Yes Seg Glioma
138 TCGA-LGG-Mask 2017 3D MR Brain 188 Yes Seg Low Grade Glioma
139 Stockholm Sleepy Brain Study 2018 3D MR Brain 84 No Cls Sleep deprivation
140 Harm Avoidance Gray Matter 2016 3D MR Brain 95 No Cls Personality traits
141 Human Voice Areas 2015 3D MR Brain 218 Yes Cls Healthy
142 UCLA Consortium for Neuropsychiatric Phenomics LA5c Study 2016 3D MR Brain 273 No Cls Neuropsychiatric Disorders
143 Washington University 120 2017 3D MR Brain 120 No Rest Healthy young adults
144 White matter deficits in cocaine use disorder V1.0 2021 3D MR Brain 133 No Cls Cocaine Use Disorder
145 Working memory in healthy and schizophrenic individuals 2016 3D MR Brain 99 No Cls Schizophrenia
146 rsfMR comorbidity SmokingandSchizophrenia 2018 3D MR Brain 92 Yes Cls Schizophrenia and nicotine dependence
147 IVDM3Seg 2018 3D MR Intervertebral Discs 96 Yes Seg/Loc Spine diseases
148 MRNet 2018 3D MR Knee 1370 Yes Cls Knee MR abnormalities
149 EMIDEC 2020 3D MR Heart 150 Yes Seg/ Cls Myocardial infarction
150 iSeg2017 2017 3D MR Brain 23 Yes Seg Neurodevelopmental conditions
151 UW-Madison GI Tract Image Segmentation 2022 3D MR Stomach, Small Bowel, Large Bowel 467 Yes Seg Gastrointestinal cancers
152 MUDI2019 2019 3D MR Brain 1344 Yes Rec Healthy
153 iSeg-2019 2019 3D MR Brain 39 Yes Seg Healthy development
154 Longitudinal Multiple Sclerosis Lesion Segmentation 2015 3D MR Brain 82 Yes Seg Multiple sclerosis
155 COSMOS 2022 2022 3D MR Carotid Artery 75 Yes Seg Atherosclerosis
156 cSeg-2022 2022 3D MR Cerebellum 33 Yes Seg Normal development
157 Brain Tumor Progression Prediction 2021 3D MR Brain 40 Yes Cls Brain cancer
158 Heart Segmentation in MR Images 2021 3D MR Heart 30 Yes Seg Cardiac conditions
159 VWS 2021 2021 3D MR Carotid Arteries 50 Yes Seg Atherosclerosis
160 Atrial Segmentation Challenge 2018 3D MR Heart 154 Yes Seg Atrial fibrillation
161 IronTract Challenge 2019 2019 3D MR Brain 2 Yes Trk Anatomical structure
162 DiSCo 2021 2021 3D MR Brain 3 Yes Reg Tractography challenge
163 RealNoiseMR 2021 2021 3D MR Brain 25 Yes Rec Denoising challenge
164 MOOD 2022-brain 2022 3D MR Brain 800 Yes Cls/Loc General pathologies
165 AAPM-RT-MAC 2019 3D MR Head-Neck 55 Yes Seg Head and Neck Cancer
166 HVSMR 2016 2016 3D MR Heart 20 Yes Seg Congenital heart disease
167 MRBrainS13 2013 3D MR Brain 20 Yes Seg Age-related brain conditions
168 HARDI Reconstruction Challenge Dataset 2013 3D MR Brain 6 Yes Rec Diffusion imaging
169 CAUSE07 2007 3D MR Brain 38 Yes Seg Neurological Disorders
170 PROMISE09 2009 3D MR Prostate 15 Yes Seg Prostate cancer
171 ISMRM2015 2015 3D MR Brain 34 Yes Rec/Trk Tractography challenge
172 Where is VALDO? 2021 3D MR Brain 306 Yes Seg/Det/Loc Cerebral Small Vessel Disease
173 NEATBrainS15 2015 3D MR Brain 20 Yes Seg Age-related brain conditions
174 MRBrainS18 2018 3D MR Brain 30 Yes Seg Diabetes, Dementia, Alzheimer's
175 STACOM 2011 2011 3D MR/ US Heart 1158 Yes Reg/Trk Healthy volunteers
176 3T Brain-Behavior MR 2014 3D MR Brain 36 No Reg Healthy subjects
177 Connectivity Test-Retest MR 2015 3D MR Brain 342 No Trk Healthy volunteers
178 Mindboggle-101 2012 3D MR Brain 101 Yes Seg Anatomical segmentation
179 Individual Brain Charting (IBC) 2020 3D MR Brain 600 Yes Cls Healthy
180 Raider 2015 3D MR Brain 11 No Cls Healthy
181 Diffusion MR Data Harmonisation 2017 3D MR Brain 14 Yes Reg Cross-scanner harmonization
182 MEMENTO 2019 3D MR Brain 1536 Yes Reg Neurodegenerative diseases
183 MUDI2019 2019 3D MR Brain 6720 No Reg/Rec Microstructure imaging
184 CMRxMotion 2022 3D MR Heart 360 Yes Seg/ Cls Not specified
185 PDMR-BL0293-F563 2019 3D MR Liver/Bone 19 No Cls Bladder cancer metastasis
186 PDMR-292921-168-R 2020 3D MR/SR Abdomen 20 No Cls Pancreatic adenocarcinoma
187 PDMR-997537-175-T 2020 3D MR/SR Colon 24 No Cls Colon adenocarcinoma
188 PDMR-425362-245-T 2021 3D MR/SR Abdomen 20 No Cls Melanoma
189 PDMR-521955-158-R4 2022 3D MR/SR Pancreas/ Lung 20 No Cls Pancreatic adenocarcinoma
190 ICDC-Glioma 2021 2D/ 3D MICROSCOPY/ MR Brain 78 No Seg Glioma
191 Generation R Pediatric MR Resources 2014 3D MR Brain 666 No Cls Normative developmental
192 High-quality diffusion-weighted imaging of Parkinson 2014 3D MR Brain 53 No Cls Parkinson's disease
193 MGH Neonatal/Pediatric ADC Atlases 2015 3D MR Brain 201 Yes Reg Acute brain injury
194 RIDER Phantom MR 2011 3D MR Phantom 10 No QA Phantom study
195 RIDER Breast MR 2011 3D MR Breast 40 No Cls Breast cancer
196 ATLAS2023 2023 3D MR Liver 90 Yes Seg Hepatocellular carcinoma
197 SMILE-UHURA2023 2023 3D MR Brain 25 Yes Seg Cerebral Small Vessel Diseases
198 CMRxRecon 2023 2D/ 3D MR Heart 300 Yes Rec/Seg Cardiac diseases
199 CAS2023 2023 3D MR Brain 150 Yes Seg Anatomical segmentation
200 CROWN2023 2023 3D MR Brain 600 Yes Cls/ Reg Multiple pathologies
201 QuantConn 2023 3D MR Brain 206 Yes Rec Microstructure quantification
202 BONBID-HIE2023 2023 3D MR Brain 133 Yes Seg Hypoxic Ischemic Encephalopathy
203 LLD-MMR2023 2023 3D MR Liver 498 Yes Cls Liver diseases
204 WBMR-NF 2023 3D MR Whole-body 400 Yes Seg/Det Neurofibromatosis
205 SLCN 2023 3D MR Brain 514 Yes Reg/Cls Neurodevelopmental disorders
206 SPPIN2023 2023 3D MR Abdomen 96 Yes Seg Neuroblastoma
207 Shifts Challenge 2022 2022 3D MR Brain 172 Yes Seg Multiple sclerosis
208 Mouse-Astrocytoma 2017 3D MR Brain 48 No Cls Glioblastoma Multiforme
209 GBM-MR-NER-Outcomes 2014 3D MR Brain 45 No Reg Glioblastoma
210 UPENN-GBM 2022 3D MR Brain 3680 Yes Seg Glioblastoma
211 ISPY1-Tumor-SEG-Radiomics 2022 3D MR Breast 163 Yes Seg Breast cancer
212 I-SPY2 Trial 2022 3D MR Breast 719 Yes Seg/ Cls Breast cancer
213 IvyGAP-Radiomics 2020 3D MR Brain 37 Yes Seg Glioblastoma
214 Brain-TR-GammaKnife 2023 3D MR Brain 47 Yes Seg/ Cls Brain cancer
215 ExACT 2023 3D MR Anus 30 Yes Cls/Loc Anal cancer
216 ACNS0332-Tumor-Annotations 2022 3D MR Brain 85 Yes Seg Brain tumor
217 UCSF-PDGM 2022 3D MR Brain 501 Yes Seg Diffuse Gliomas
218 RHUH-GBM 2023 3D MR Brain 40 Yes Seg Glioblastoma
219 RIDER Neuro MR 2011 3D MR Brain 19 No Cls Brain cancer
220 Meningioma-SEG-CLASS 2023 3D MR Brain 96 Yes Seg/ Cls Intracranial meningiomas
221 Mouse-Mammary 2015 3D MR Mammary 32 No Cls Breast Cancer
222 MRQy-Quality-Measures 2020 3D MR Brain, Cervix 233 No QA Brain and Cervical Cancers
223 DICOM-Glioma-SEG 2020 3D MR Brain 167 Yes Seg Brain cancer
224 ADAM2020 2020 3D MR Brain 255 Yes Seg/Det/Cls Intracranial aneurysms
225 CSI15 2015 2D/ 3D MR/X-RAY Spine 345 Yes Cls/Seg Spine conditions
226 LPBA40 2001 3D MR Brain 40 Yes Seg Healthy
227 Continuous Registration ISBR18 2018 3D MR Brain 18 Yes Seg Registration challenge
228 CUMC12 2018 3D MR Head and Neck 18 Yes Seg Not specified
229 MGH10 2018 3D MR Brain 10 Yes Seg Anatomical segmentation
230 BrainPTM 2021 2021 3D MR Brain 75 Yes Seg Brain tumors
231 OpenMind 2024 3D MR Head and Neck 114570 Yes Seg/Rec Health Status

☒️ 3D PET Datasets

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# Dataset Year Dim Modality Structure Volumes Label Task Diseases
1 QIN PET Phantom 2014 3D PET Body 2 Yes Seg Phantom study
2 AutoPET 2022 3D PET/CT Whole-body 1014 Yes Seg Cancer
3 AutoPET II 2023 3D PET/CT Whole-body 1219 Yes Seg Cancer
4 COVID-19-NY-SBU 2021 2D/ 3D PET/CT/ MR/ X-RAY Brain/ Chest 1384 No Cls COVID-19
5 HECKTOR 2020 2020 3D PET/CT Head and Neck 254 Yes Seg Head and Neck Cancer
6 HECKTOR 2021 2021 3D PET/CT Head and Neck 325 Yes Seg/ Reg Head and Neck Cancer
7 HECKTOR 2022 2022 3D PET/CT Head and Neck 883 Yes Seg/ Reg Head and Neck Cancer
8 ACRIN-HNSCC-FDG-PET-CT (ACRIN 6685) 2016 3D PET/CT/MR/NM Head and Neck 260 Yes Cls Head and Neck Cancer
9 ACRIN-FLT-Breast (ACRIN 6688) 2017 3D PET/CT Breast 83 Yes Cls Breast Cancer
10 ACRIN-FMISO-Brain (ACRIN 6684) 2016 3D PET/CT/MR Brain 45 Yes Seg/Cls Glioblastoma
11 ACRIN-NSCLC-FDG-PET (ACRIN 6668) 2020 3D PET/CT Lung 242 Yes Cls Lung cancer
12 AREN0532 2022 2D/3D PET/CR/ CT/ MR/ RTIMAGE/ US Kidney 544 No Cls Wilms tumor
13 AREN0534 2021 2D/ 3D PET/CT/ MR/ US Kidney 239 Yes Seg Wilms tumor
14 AHOD0831 2022 2D/3D PET/CR/ CT/ DX/ MR/ NM/ OT/ SC/ XA Lymphatic 165 Yes Seg Hodgkin Lymphoma
15 AHOD0831-Tumor-Annotations 2023 3D PET/CT Lymph nodes, spleen, salivary glands, Waldeyer'... 165 Yes Seg Hodgkin Lymphoma
16 HNSCC 2020 3D PET/CT/MR Head and Neck 627 Yes Seg Head and Neck Cancer
17 CC-Tumor Heterogeneity 2023 3D PET/CT/MR Cervix 23 Yes Seg/Cls Cervical cancer
18 TCGA-BLCA 2014 3D PET/CT/ MR/ X-RAY Bladder 120 No Cls Bladder carcinoma
19 TCGA-HNSC 2014 3D PET/CT/ MR Head and Neck 479 No Cls Head and Neck Cancer
20 TCGA-KIRP 2014 3D PET/CT/ MR Kidney 33 No Cls Kidney cancer
21 TCGA-LIHC 2014 2D/3D PET/CT/MR Liver 97 No Cls Liver cancer
22 TCGA-LUSC 2016 3D PET/CT Lung 37 No Cls Lung cancer
23 TCGA-PRAD 2015 3D PET/CT/MR Prostate 14 No Cls Prostate cancer
24 TCGA-UCEC 2020 3D PET/CT/ MR/ X-RAY Uterus 65 No Cls Uterine cancer
25 CPTAC-LSCC 2018 2D/3D PET/CT/ MICROSCOPY Lung 212 No Cls Lung cancer
26 CPTAC-LUAD 2018 2D/ 3D PET/CT/ MR Lung 244 No Cls Lung cancer
27 CPTAC-PDA 2018 3D PET/CT/ MR/ US Pancreas 168 No Cls Pancreatic cancer
28 CPTAC-SAR 2019 2D/ 3D PET/CT/ MR/ US Abdomen/ Arm/ Bladder/ Chest/ Head–Neck/ Kidney/ Leg/... 88 No Cls Sarcomas
29 CPTAC-UCEC 2019 2D/ 3D PET/CT/ MR/ US Uterus 250 No Cls Endometrial Carcinoma
30 NSCLC-Radiogenomics 2015 3D PET/CT Chest 211 Yes Seg/ Cls Lung cancer
31 CMB-CRC 2022 2D/3D PET/CT/ MR/ US/ WSI Colon 12 No Cls Colorectal Cancer
32 CMB-GEC 2022 2D/3D PET/CT/ MICROSCOPY/ MR Esophagus 17 No Seg/Cls Gastroesophageal Cancer
33 CMB-MEL 2022 2D/ 3D PET/CT/ US/ WSI Skin 40 No Cls Melanoma
34 CMB-MML 2022 2D/3D PET/CR/ CT/ DX/ HISTOPATHOLOGY/ MR/ XA Blood/Bone 138 No Cls Multiple Myeloma
35 CMB-PCA 2022 2D/3D PET/CT/ DX/ MR/ NM/ RF Prostate 50 No Cls Prostate cancer
36 QIN-Breast 2015 3D PET/CT/ MR Breast 68 Yes Cls Breast cancer
37 QIN-HEADNECK 2015 3D PET/CT Head and Neck 279 Yes Seg Head and neck carcinomas
38 AHEP0731 2021 3D PET/CT/ MR/ US/ XA Liver/ Chest 190 No Seg/ Cls Liver Cancer
39 Anti-PD-1 Lung 2019 3D PET/CT/ SC Lung 46 No Cls Lung cancer
40 CALGB50303 2021 3D PET/CT Chest/ Abdomen/ Pelvis 155 Yes Cls Diffuse Large B-Cell Lymphoma
41 Head-Neck Cetuximab (RTOG 0522) 2013 3D PET/CT Head and Neck 111 No Cls Head and Neck Carcinomas
42 Head-Neck-PET-CT 2017 3D PET/CT Head and Neck 298 Yes Seg/ Cls Head and Neck Cancer
43 Head-Neck-Radiomics-HN1 2019 3D PET/CT Head/ Neck 137 Yes Seg Head and Neck Cancer
44 Lung-PET-CT-Dx 2020 3D PET/CT Lung 355 Yes Cls/ Det Lung cancer
45 Anti-PD-1 Immunotherapy Melanoma 2019 3D PET/CT/MR Skin 47 No Cls Melanoma
46 BREAST-DIAGNOSIS 2011 2D/ 3D PET/CT/MG/MR Breast 88 Yes Cls Breast cancer
47 Parkinson 2010 3D PET/MR/SPECT Brain 683 Yes Cls Parkinson's Disease
48 QIDW 2015 3D PET/CT/MR/US Lung 52000 No QA Quality assurance
49 RIDER Lung PET-CT 2015 3D PET/CT Lung 243 No Cls Lung cancer
50 Soft-tissue-Sarcoma 2015 3D PET/CT/MR Extremities 51 Yes Seg/Cls Soft-tissue sarcoma
51 Seg Soft Tissue 2021 3D PET/CT/MR Soft tissue 51 Yes Seg Soft-tissue sarcomas (preprocessed)
52 fastPET-LD 2021 3D PET/CT Whole Body 68 Yes Det Oncologic Imaging
53 CT-vs-PET-Ventilation-Imaging 2022 3D PET/CT Lung 20 No Cls Lung cancer
54 NaF PROSTATE 2013 3D PET/CT Prostate 9 No Cls Prostate cancer
55 Pseudo-PHI-DICOM-Data 2021 2D/3D PET/CT/MR/X-RAY Various 21 No Reg Various cancers
56 PDMR-833975-119-R 2020 3D PET/CT/MR Pancreas 20 No Cls Pancreatic adenocarcinoma
57 APOLLO-5-LSCC 2021 3D PET/CT Lung 36 Yes Seg Lung squamous cell carcinoma
58 ARAR0331 2022 3D PET/CT/MR Head 108 Yes Seg Nasopharyngeal cancer
59 CALGB50303-Tumor-Annotations 2023 3D PET/CT Lymphatic system 155 Yes Seg/ Cls Diffuse Large B-Cell Lymphoma
60 OASIS-3 2019 3D PET/CT/MR Brain 5699 Yes Seg/Cls Alzheimer's Disease
61 TADPOLE 2017 3D PET/MR Brain 1667 Yes Cls/ Reg Alzheimer's Disease
62 ADNI 2017 3D PET/MR Brain 2500 No Cls Alzheimer's Disease
63 ADNIDOD 2017 3D PET/MR Brain 195 No Cls Alzheimer's Disease
64 AIBL 2017 3D PET/MR Brain 278 Yes Cls Alzheimer's Disease
65 PETfrog 2020 3D PET/MR Brain 238 No Cls Brain development

🩺 3D Ultrasound Datasets

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# Dataset Year Dim Modality Structure Volumes Label Task Diseases
1 TDSC-ABUS2023 2023 3D US Breast 200 Yes Seg/ Cls/ Det Breast cancer
2 CETUS2014 2014 3D US Heart 45 Yes Seg Cardiac conditions
3 MVSeg-3DTEE2023 2023 3D US Mitral valve 175 Yes Seg Mitral valve disease
4 AREN0532 2022 2D/3D US/ CR/ CT/ MR/ PET/ RTIMAGE Kidney 544 No Cls Wilms tumor
5 AREN0533 2022 3D US/CR/CT/MR Kidney 294 No Cls Wilms tumor
6 AREN0533-Tumor-Annotations 2023 3D US/CR/CT/MR Kidney 294 Yes Seg Wilms tumor
7 AREN0534 2021 2D/3D US/ CT/ MR/ PET Kidney 239 Yes Seg Wilms tumor
8 CPTAC-PDA 2018 3D US/ CT/ MR/ PET Pancreas 168 No Cls Pancreatic cancer
9 CPTAC-SAR 2019 2D/3D US/ CT/ MR/ PET Abdomen/ Arm/ Bladder/ Chest/ Head–Neck/ Kidney/ Leg/ ... 88 No Cls Sarcomas
10 CPTAC-UCEC 2019 2D/3D US/ CT/ MR/ PET Uterus 250 No Cls Endometrial Carcinoma
11 CMB-CRC 2022 2D/3D US/ CT/ MR/ PET/ WSI Colon 12 No Cls Colorectal Cancer
12 CMB-LCA 2022 2D/3D US/ CT/ DX/ MR/ NM/ PT Lung 16 No Cls Lung cancer
13 CMB-MEL 2022 2D/3D US/ CT/ PET/ WSI Skin 40 No Cls Melanoma
14 AHEP0731 2021 3D US/ CT/ MR/ PET/ XA Liver/Chest 190 No Seg/Cls Liver Cancer
15 QIDW 2015 3D US/ CT/ MR/ PET Lung 52000 No QA Quality assurance
16 CuRIOUS2018-MR FLAIR 2018 3D US/MR Brain 33 Yes Reg Brain tumors
17 CuRIOUS2018-US 2018 3D US/MR Brain 32 Yes Reg Brain tumors
18 CuRIOUS2018-MR T1W 2018 3D US/MR Brain 33 Yes Reg Brain tumor
19 CuRIOUS2019-MR-FLAIR 2019 3D US/MR Brain 32 Yes Reg Low-grade gliomas
20 CuRIOUS2019 2019 3D US/MR Brain 33 Yes Reg Brain tumor
21 CuRIOUS2019 US 2019 3D US/MR Brain 33 Yes Reg Low-grade gliomas
22 CuRIOUS2019-MR T1W 2019 3D US/MR Brain 33 Yes Reg Brain tumor
23 CuRIOUS2022 2022 3D US/MR Brain 33 Yes Seg Low-grade gliomas
24 Learn2Reg LUMIR 2024 3D US/MR Brain 269 Yes Reg Multi-modal
25 Prostate-MR-US-Biopsy 2020 3D US/MR Prostate 1151 Yes Reg/Seg Prostate Cancer
26 $$-RegPro2023 2023 3D US/MR Prostate 108 Yes Reg/lmk Prostate cancer
27 STACOM 2011 2011 3D US/MR Heart 1158 Yes Reg/Trk Healthy volunteers

🧩 3D Other Datasets

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# Dataset Year Dim Modality Structure Volumes Label Task Diseases
1 MitoEM 2020 3D 3D MICROSCOPY Brain 2 Yes Seg Mitochondrial ultrastructure
2 3D Platelet EM 2021 3D 3D MICROSCOPY Platelet 2 Yes Seg Platelet ultrastructure
3 PCa Bx 3Dpathology 2023 3D 3D MICROSCOPY Prostate 50 Yes Seg/ Loc Prostate cancer
4 CADA 2020 3D 3D DSA Brain 131 Yes Det/ Seg/ Cls Cerebral aneurysms
5 ISBI2023 challenge - SHINY-ICARUS 2022 3D 3D DSA Internal Carotid Artery 82 Yes Seg Internal carotid artery aneurysms
6 CADA-AS 2020 3D 3D DSA Brain 110 Yes Seg Cerebral aneurysms
7 CADA-RRE 2020 3D 3D DSA Brain 131 Yes Seg/Cls Cerebral aneurysm
8 XPRESS2023 2023 3D 3D X-RAY Brain 3 Yes Seg Neuroanatomy
9 Learn2Reg ThoraxCBCT 2023 3D CBCT/FBCT Thorax 40 Yes Reg Lung cancer
10 Pancreatic-CT-CBCT-SEG 2021 3D CBCT/CT Pancreas 40 Yes Seg Pancreatic cancer
11 Pelvic-Reference-Data 2019 3D CBCT/CT Pelvis 58 Yes Reg Prostate cancer
12 ToothFairy2023 2023 3D CBCT Inferior Alveolar Nerve 443 Yes Seg Dental surgery planning
13 RETOUCH 2017 3D OCT Retina 112 Yes Seg Retinal diseases
14 ROCC 2017 3D OCT Retina 72 Yes Cls Diabetic Retinopathy
15 OCT Glaucoma Detection 2018 3D OCT Optic nerve head 1110 Yes Cls Glaucoma
16 OLIVES 2022 2D/3D OCT Eye 78822 Yes Cls Diabetic conditions
17 GAMMA 2021 2D/3D OCT Retina 300 Yes Cls/Seg/Loc Glaucoma
18 Farsiu Ophthalmology 2013 2013 3D OCT Retina 384 Yes Seg/Cls Age-related macular degeneration
19 Chiu IOVS 2011 2012 3D OCT Retina 25 Yes Seg/Cls Macular Degeneration
20 Chiu BOE 2014 dataset 2014 3D OCT Retina 16 Yes Seg Diabetic macular edema
21 Srinivasan BOE 2014 2014 3D OCT Retina 45 Yes Cls Eye diseases
22 Soltanian Optica 2021 2021 3D OCT Retina 8 Yes Seg Glaucoma
23 STAGE 2023 3D OCT Retina 400 Yes Reg/Cls Glaucoma
24 Eye OCT Datasets 2021 3D OCT Retina 148 Yes Cls/Seg Retinal diseases

🎬 Video Medical Datasets

Video datasets capture temporal dynamics in medical procedures and patient monitoring.

🎬 Video Datasets

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# Dataset Year Dim Modality Structure Samples Label Task Diseases
1 CholecT50 2023 Video Endoscopy Gallbladder 50 No Cls, Det surgical instrument, action, target
2 CholecTriplet 2021 2021 Video Endoscopy Gallbladder 45 Yes Cls, Det surgical instrument, action, target
3 SurgVisDom 2020 Video Endoscopy Bowel 488 Yes Cls skin lesion
4 CATARACTS 2017 Video Microscopy Retina 50 Yes Cls, Det surgical workflow
5 EndoVis 2018-SWAS 2018 Video Endoscopy Colon 42 Yes Cls surgical phase
6 EndoVis 2019-SWSA 2019 Video Endoscopy Gallbladder 30 Yes Cls surgical phase, action, instrument
7 EndoVis 2020-CATARACTS Workflow 2020 Video Endoscopy Retina 50 Yes Cls surgical workflow
8 EndoVis 2020-MISAW 2020 Video RGB Artificial vessel 27 Yes Cls surgical phase
9 EndoVis 2021-PETRAW 2021 Video Endoscopy NA 150 Yes Cls surgical workflow
10 EndoVis 2022-SurgToolLoc 2022 Video Endoscopy NA 24695 Yes Cls surgical instrument
11 T3 Challenge 2023 Video RGB NA 200 Yes Cls, Det, VQA life-saving intervention procedure
12 Endo-FM 2023 2D, Video Endoscopy NA 32896 No NA NA
13 OSS 2025 Video Endoscopy NA 330 Yes Cls surgical suturing skill
14 FedSurg 2024 2D, Video Endoscopy NA 30 Yes Cls laparoscopic grading of the appendicitis
15 CardiacUDC 2023 Video Ultrasound Heart 992 Yes Seg, Cls cardiac anatomical structures
16 m2cai16-tool 2016 Video Endoscopy Gallbladder 15 Yes Cls, Det surgical instrument
17 Cholec80 2016 Video Endoscopy Gallbladder 80 Yes Cls surgical phase
18 SAGES-CVS 2024 Video Endoscopy Gallbladder, Cystic Duct, Cystic Artery, Hepatocystic Triangle, Liver 18000 Yes Cls, Seg surgical skill
19 CatRelDet 2020 Video Microscopy Retina 8 Yes Cls, Det surgical phase
20 SurgicalActions160 2017 Video Endoscopy Female Reproductive System 160 Yes Cls, Retrieval surgical phase
21 OphNet 2024 Video Microscopy Retina 743 Yes Cls surgical phase
22 NurVid 2023 Video RGB NA 1,538 Yes Cls nursing procedure
23 m2cai16-workflow 2016 Video Endoscopy Gallbladder 41 Yes Cls surgical phase
24 EndoCV 2021 2021 Video Endoscopy Polyp 4019 Yes Det surgical actions
25 AdaptOR2021 2021 Video Endoscopy Heart 5584 Yes Det 2D landmarks
26 CholecTriplet2022 2022 Video Endoscopy Gallbladder 45 Yes Cls, Det surgical instrument, action, target
27 m2cai16-tool-locations 2016 Video Endoscopy Gallbladder 15 Yes Det, Track surgical instrument
28 A-AFMA 2020 Video Ultrasound Bladder NA Yes Det amniotic fluid
29 GIANA 2017 Video Endoscopy Colon 3500 Yes Seg, Det angiodysplasia
30 EndoVis 2021-SimSurgSkill 2021 Video Endoscopy NA 321 Yes Det surgical skill
31 AVOS 2024 Video Endoscopy NA 1997 Yes Det, Track surgical instrument, action
32 EndoVis 2022-SimCol-to-3D 2022 Video Endoscopy Colon 15 Yes Est depth, camera pose
33 KBD 2017 Video Endoscopy Kidney 4 Yes Seg kidney boundary
34 EndoVis15-IST 2015 2D, Video Endoscopy NA 100 Yes Seg, Track surgical instrument
35 Robotic Instrument Segmentation 2017 Video Endoscopy Bowel 18 Yes Seg surgical instrument
36 ROBUST-MIS 2019 Video Endoscopy Colon 10 Yes Seg, Det surgical instrument
37 EndoVis20-CATARACTS 2020 Video Endoscopy NA 50 Yes Seg surgical instrument
38 EndoVis21-HeiSurf 2021 Video Endoscopy NA 33 Yes Seg, Det, Track surgical phase, action, instrument, organ
39 EndoVis22-P2ILF 2022 Video Endoscopy Liver 167 Yes Seg, Reg liver
40 SegSTRONG-C 2024 2D, Video Endoscopy NA 17 Yes Seg Surgical instrument
41 SegCol 2024 2D, Video Endoscopy NA 78 Yes Seg surgical instrument, colon folds
42 FetReg 2021 Video Endoscopy Placenta 2060 Yes Seg vessel
43 EndoVis23-PitVis 2024 Video Endoscopy Brain, Pituitary gland 25 Yes Seg, Det, Cls surgical phase
44 EndoVis23-SurgToolLoc 2023 Video Endoscopy Pituitary, Abdomen 949 Yes Seg, Det, Cls surgical instrument
45 EndoVis18-RSS 2018 Video Endoscopy Abdomen 15 Yes Seg, Track surgical instrument
46 EndoVis22-SAR-RARP50 2022 Video Endoscopy Prostate 50 Yes Seg, Cls surgical instrument, action
47 PhaKIR 2024 Video Endoscopy Gallbladder 13 Yes Seg, Det, Cls surgical phase, instrument, instrument keypoint
48 SurgVU 2024 Video Endoscopy Abdomen 155 Yes Seg, Det, Cls surgical phase, instrument
49 Cataract-1K 2023 Video Microscopy Retina, Iris, Pupil 2256 Yes Seg, Det, Cls surgical phase, instrument, abnormality
50 LensID 2021 Video Endoscopy Retina 2589 Yes Det, Seg surgical phase, instrument, anatomy
51 AutoLaparo 2022 Video Endoscopy Uterus 21 Yes Seg surgical phase, action, instrument and key anatomy
52 CholecSeg8k 2020 Video Endoscopy Gallbladder 17 Yes Seg surgical elements
53 CholecInstanceSeg 2024 Video Endoscopy Gallbladder 85 Yes Seg surgical instrument
54 CaDIS 2019 Video Microscopy Retina, Iris, Pupil 25 Yes Seg surgical full scene
55 Endoscapes2023 2023 Video Endoscopy Gallbladder 201 Yes Cls, Det, Seg surgical anatomy, instrument, skill
56 The Dresden Surgical Anatomy Dataset 2023 Video Endoscopy Abdominal organs, vessel structures 32 Yes Seg surgical anatomy
57 PolypGen 2023 Video Endoscopy Polyp 2,225 Yes Seg polyp
58 ASU-Mayo polyp database 2022 Video Endoscopy Polyp 38 Yes Seg polyp
59 GynSurg 2025 Video Endoscopy Uterus 15 Yes Cls, Seg surgical instrument, anatomy
60 SurgT: Surgical Track 2022 video Endoscopy NA 137 Yes Track soft tissue
61 STIR 2023 Video Endoscopy NA 60 Yes Track tissue keypoint
62 HiSWA-RLLS 2024 Video Endoscopy Liver 50 Yes Det, Cls surgical phase, action, instrument
63 Egosurgery 2024 Video Endoscopy NA 27000 Yes Cls, Det surgical phase, instrument
64 TN-SCUI2020 2020 Video Ultrasound Thyroid gland 637 Yes Cls thyroid nodules
65 EchoNet-Dynamic 2020 Video Ultrasound Heart 10030 Yes Measurement heart
66 Gastrointestinal Atlas 2000 Video Endoscopy Bowel, Stomach 5142 No NA NA
67 Cataract-101 2018 Video Microscopy Retina 101 Yes Cls surgical phase
68 MedVidQA 2022 Video RGB NA 3010 Yes VQA visual question answering
69 HMC-QU 2021 Video Ultrasound Heart 162 Yes Cls myocardial infarction
70 Endovis 2019-SCRE 2019 Video Endoscopy Porcine cadaver 9 Yes Recon, Est, Stereo Matching depth
71 HyperKvasir 2020 Video Endoscopy Colon, Esophagus, Stomach 373 Yes Seg, Det, Cls polyp
72 ERS 2022 Video Endoscopy Gastrointestinal 1520 Yes Cls, Seg Abnormality
73 SUN-SEG 2022 Video Endoscopy Colon 1106 Yes Seg Polyp
74 SARAS-MESAD 2021 Video Endoscopy Prostate, Bladder 4 Yes Det surgical action
75 Ophora-160K 2025 Video Microscopy Retina 9819 Yes Captioning Video caption

πŸ™ Acknowledgment

We sincerely thank all researchers, clinicians, institutions, and organizations who have contributed to the development and public release of medical imaging datasets. Their dedicated efforts in data collection, annotation, curation, and sharing have laid the foundation for significant progress in medical artificial intelligence. The open availability of these resources has not only accelerated methodological innovation and benchmark creation but also fostered collaboration across disciplines, enabling the broader community to explore new directions in multimodal learning, foundation model development, and clinical translation. Without their commitment to advancing science through openness and collaboration, this survey and many of the achievements in the field would not have been possible.


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