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Awesome-Medical-Dataset Awesome

Last updated: 2024/11/21

🔥🔥🔥 Medical datasets have transformed the landscape of healthcare research and development across the globe. This comprehensive list features prominent publications and resources related to medical datasets, particularly those used in imaging and electronic health records. It also includes tools for dataset curation and management, educational courses, tutorials on dataset analysis, and access to all publicly available medical dataset checkpoints and APIs. This curated compilation aims to equip researchers, clinicians, and data scientists with essential resources to advance the field of medical research and improve patient care outcomes.

Table of Content

:book: Contents

Public Medical Dataset

:book: Medical Datasets

Imaging

Whole Body

<details> <summary> </summary>
DatasetDescriptionOfficial WebsiteRelease DateChallenge
CT-ORG3D CT, 140 Cases, 6 Categories of Organ SegmentationGithub2020-
AutoPET3D PET-CT, 1214 Cases, 1 Category of Whole Body Tumor SegmentationGrand Challenge, Grand Challenge2022-04MICCAI'2022 & 2023
TotalSegmentator3D CT, 1204 Cases, 104 Categories of Whole Body Organ SegmentationGithub2022-07-
NAFLD2D Pathological Imaging, 119828 Cases, 16 Categories of Pathological Imaging ClassificationProject Homepage2022-10-
TotalSegmentator V23D CT, 1228 Cases, 117 Categories of Whole Body Organ SegmentationGithub2023-
ULS3D CT, 38842 Cases, 1 Category of Whole Body Tumor SegmentationGrand Challenge2023-10-
TotalSegmentator MRI3D MR, 298 Cases, 56 Categories of Whole Body Organ SegmentationGithub2024-05-
MedFMC2D, 22349 Cases, 5 Tasks of Disease ClassificationGithub2023-09-
MICCAI2024-AutoPETIII3D PET-CT, 1614 Cases, Optimizing Multi-Center, Multi-Tracer Automatic Tumor Lesion SegmentationGrand Challenge2024-07MICCAI'2024
</details>

Head and Neck

<details> <summary> </summary>
DatasetDescriptionOfficial WebsiteRelease DateChallenge
L2R-OASIS3D MRI, 416 Cases, 35 Categories of Brain Segmentation and RegistrationGrand Challenge2007-
MSseg083D MRI, 51 Cases, 1 Category of Multiple Sclerosis Lesion SegmentationProject Homepage2008MICCAI'2008
MRBrains133D MR: T1, T1IR, FLAIR 320 Cases, 3 Categories of Brain Region SegmentationProject Homepage2013-
DDTI2D Ultrasound, 637 Cases, 1 Category of Thyroid Nodule SegmentationProject Homepage2015-01-
Ultrasound Nerve Segmentation2D Ultrasound, 11143 Cases, 1 Category of Cervical Nerve SegmentationKaggle2016-05Kaggle
BraTS-TCGA-LGG3D MRI, 65 Cases, 3 Categories of Low Grade Glioma (LGG) SegmentationTCIA2017BRATS2015
BraTS-TCGA-GBM3D MRI, 102 Cases, 3 Categories of Glioblastoma Multiforme (GBM) SegmentationTCIA2017BRATS2015
PDDCA3D CT, 48 Cases, 9 Categories of Head and Neck Organs SegmentationProject Homepage2017-03-
BraTS183D MRI, 285 Cases, 3 Categories of Brain Tumor SegmentationProject Homepage2018MICCAI'2018
ZuCo2D NLP, 146909 Cases, 3 Categories of EEG (electroencephalography) Sampling in ReadingProject Homepage2018-07-
iSeg3D MRI, 13 Cases, 3 Categories of Brain Tissue SegmentationProject Homepage2019MICCAI'2017 & 2019
StructSeg2019 Task13D CT, 50 Cases, 22 Categories of Head and Neck Organs SegmentationGrand Challenge2019MICCAI'2019
StructSeg2019 Task23D CT, 50 Cases, 1 Category of Nasopharyngeal Carcinoma SegmentationGrand Challenge2019MICCAI'2019
MSD Brain3D mpMR, 484 Cases, 3 Categories of Glioma SegmentationMSD2019-02Medical Segmentation Decathlon
MSD Hippocampus3D MRI, 394 Cases, 2 Categories of Hippocampus SegmentationMSD2019-02Medical Segmentation Decathlon
Head CT-hemorrhage2D CT, 200 Cases, 2 Categories of Cerebral Hemorrhage ClassificationKaggle2019-09-
WMH3D MRI, 170 Cases, 1 Category of White Matter Hyperintensity SegmentationProject Homepage2019-11-
TN-SCUI20202D Ultrasound, 4554 Cases, 1 Category of Thyroid Nodule SegmentationGrand Challenge2020-05MICCAI'2020
AAPM-RT-MAC3D MRI, 55 Cases, 8 Categories of Parotid Gland, Submandibular Gland, and Level 2 and 3 Lymph Nodes Contour SegmentationTCIA2020-07-
CrossMoDA20213D T1-CE, T2-HR, 349 Cases, 2 Categories of Tumor and Cochlear Structure SegmentationGrand Challenge2021-03MICCAI'2021
BraTS213D MRI, 2040 Cases, 3 Categories of Glioma SegmentationSynapse2021-07RSNA-ASNR-MICCAI'2021
ATLAS v2.0 (ISLES 2022)3D MRI, 1271 Cases, 1 Category of Lesions After Stroke SegmentationGrand Challenge2021-12MICCAI'2022
FeTA 20223D MRI, 280 Cases, 7 Categories of Infant Brain Tissue SegmentationGrand Challenge2021MICCAI'2021 & 2022
BrainPTM3D MR-T1, MR-DWI, 75 Cases, 1 Category of White Matter Tract Mapping and SegmentationGrand Challenge2021
cSeg 20223D MRI, 13 Cases, 3 Categories of Brain Tissue SegmentationProject Homepage2022-04MICCAI'2022
HECKTOR3D PET-CT, 882 Cases, 2 Categories of Tumor and Lymph NodeGrand Challenge2022-06MICCAI'2022
INSTANCE 20223D CT, 200 Cases, 1 Category of Intracranial Hemorrhage SegmentationGrand Challenge2022-04MICCAI'2022
ISLES223D MRI, 400 Cases, 1 Category of Ischemic Stroke Lesion SegmentationGrand Challenge2022-05MICCAI'2022
CuRIOUS20223D Ultrasound, 23 Cases, 1 Category of Brain Tumor (Resection) SegmentationGrand Challenge2022-07MICCAI'2022
Teeth3DS3D IOS, 1800 Cases, 32 Categories of Teeth SegmentationGithub2022-10MICCAI'2022
TN3K2D Ultrasound, 3494 Cases, 1 Category of Thyroid Nodule SegmentationGithub2021-05ISBI'2021
TG3K2D Ultrasound, 3585 Cases, 1 Category of Thyroid Nodule SegmentationGithub2022-12ISBI'2021
HaN-Seg3D CT & MRI, 42 Cases, 30 Categories of Head and Neck Organs-at-Risk SegmentationGrand Challenge2023-01-
SMILE-UHURA 20233D 7T High Resoulution MRI, 14 Cases, 1 Category of Cerebral Artery SegmentationSynapse2023-03ISBI'2023
ToothFairy3D CBCT, 443 Cases, 1 Category of Inferior Alveolar Nerve SegmentationGrand Challenge2023-03MICCAI'2023
SegRap 20233D CT, 200 Cases, 47 Categories of Head and Neck Organs-at-Risk SegmentationGrand Challenge2023-04MICCAI'2023
CAS20233D MRI, 100 Cases, 1 Category of Cerebral Artery SegmentationCodaLab2023-04MICCAI'2023
CrossMoDA 20233D MRI, 983 Cases, 3 Categories of Vestibular Schwannoma (VS) and Cochlea SegmentationProject Homepage2023-04MICCAI'2023
UCSF-PDGM3D MR, 501 Cases, 4 Categories of Diffuse Glioma SegmentationTCIA2023-04-
IvyGAP-Radiomics3D MRI, 31 Cases, 3 Categories of Glioblastoma SegmentationTCIA2023-04-
BraTS2023-SSA3D MRI, 105 Cases, 3 Categories of Glioma Segmentation in AfricaSynapse2023-05ASNR-MICCAI'BRATS2023
BraTS2023-MEN3D MRI, 1650 Cases, 3 Categories of Meningioma SegmentationSynapse2023-05ASNR-MICCAI'BRATS2023
BraTS2023-PED3D MRI, 228 Cases, 3 Categories of Pediatrics Glioma SegmentationSynapse2023-05ASNR-MICCAI'BRATS2023
BraTS2023-MET3D MRI, 328 Cases, 3 Categories of Brain Metastasis SegmentationSynapse2023-06ASNR-MICCAI'BRATS2023
BONBID-HIE3D MRI, 133 Cases, 1 Category of Hypoxic-Ischemic Encephalopathy (HIE) Lesion SegmentationGrand Challenge2023-06MICCAI'2023
RHUH-GBM3D MR, 120 Cases, 3 Categories of Glioblastoma SegmentationProject Homepage2023-06-
MICCAI'2024 INSTED3D MR, 191 Cases, 3 Categories of Stroke SegmentationCodabench2024-01MICCAI'2024
MICCAI'2024 EPVS2D/3D MRI, 220 Cases, 1 Category of Enlarged Perivascular Spaces SegmentationSynapse2024-05MICCAI'2024
MICCAI'2024 LISA 2024 Task23D MRI, 63 Cases, 2 Categories of Hippocampus SegmentationSynapse2024-05MICCAI'2024
MICCAI'2024 HNTS-MRG Task13D MRI T2w, 150 Cases, 2 Categories of Primary Tumor and Metastatic Lymph Nodes SegmentationGrand Challenge2024-06MICCAI'2024
MICCAI'2024 HNTS-MRG Task23D MRI T2w, 150 Cases, 2 Categories of Primary Tumor and Metastatic Lymph Nodes SegmentationGrand Challenge2024-06MICCAI'2024
MMIS-2024@ACM MM 20244D MRI, 310 Cases, 2 Categories of Diversified and Personalized Gross Tumor Volume SegmentationProject Homepage2024-07MM'2024
</details>

Chest

<details> <summary> </summary>
DatasetDescriptionOfficial WebsiteRelease DateChallenge
jsrt-directions2D X-Ray, 988 Cases, 4 Categories of X-ray Direction ClassificationProject Homepage2000-01-
CRASS122D X-Ray, 284 Cases, 1 Category of Clavicle SegmentationGrand Challenge2012-12-
QIBA-VolCT-1B3D CT, 323 Cases, 1 Categories of Lung Tumor Segmentation and Lesion Size MeasurementTCIA2015-
MIAS2D X-ray, 322 Cases, 7 Categories of Breast Lesions ClassificationKaggle2015-
LUNA163D CT, 888 Cases, 1 Category of Lung Nodule DetectionGrand Challenge2016-03LUNA16
Breast Ultrasound Dataset B2D Ultrasound, 163 Cases, 1 Category of Breast Lesions DetectionProject Homepage2018-06-
FUMPE3D CT, 35 Cases, 1 Category of Pulmonary Embolism (PE) SegmentationFigshare2018-09-
StructSeg2019 Task33D CT, 50 Cases, 6 Categories of Lung Cancer Radiotherapy Organs-at-Risk SegmentationGrand Challenge2019MICCAI'2019
Pneumothorax Masks X-Ray2D CXR, 12047 Cases, Chest X-ray and Corresponding Pneumothorax SegmentationKaggle2019-01-
StructSeg2019 Task43D CT, 50 Cases, 1 Category of Organ-at-risk Fractionation for Radiotherapy for Lung Cancer SegmentationGrand Challenge2019MICCAI'2019
SegTHOR3D CT, 60 Cases, 4 Categories of Thoracic Organs at Risk SegmentationCodaLab2019-01ISBI'2019
MSD Lung Tumours3D CT, 96 Cases, 1 Category of Lung Tumor SegmentationMSD2019-02Medical Segmentation Decathlon
LNDb3D CT, 294 Cases, 1 Category of Lung Nodule SegmentationGrand Challenge2019-11ICIAR'2020
BUSI3D Ultrasound, 780 Cases, 3 Categories of Breast Tumor SegmentationProject Homepage2019-11-
RIDER-LungCT-Seg3D CT, 59 Cases, 1 Category of Lung Cancer SegmentationTCIA2020-02-
PleThora3D CT, 402 Cases, 2 Categories of Pleural Effusion and Thoracic SegmentationTCIA2020-04-
SARS-COV-2 Ct-Scan2D CT, 2482 Cases, 2 Categories of Pneumonia ClassificationKaggle2020-05-
COVID_CT_COVID-CT2D CT, 746 Cases, 2 Categories of Pneumonia ClassificationTianchi2020-06-
CoronaHack2D CXR, 5910 Cases, 2 (7) Categories of Pneumonia Segmentation and ClassificationKaggle2020-06-
COVIDGR2D X-Ray, 852 Cases, 2 Categories Pneumonia ClassificationGithub2020-12-
CMMD2D X-ray, 5334 Cases, 2 Categories of Breast Cancer ClassificationTCIA2021-
SIIM-FISABIO-RSNA COVID-192D X Ray, 7597 Cases, 4 Categories of Pneumonia ClassificationKaggle2021-
COVID-19 CHEST X-RAY DATABASE2D X-ray, 3886 Cases, 3 Categories of Pneumonia ClassificationProject Homepage2021-01-
Chest CT-Scan images2D CT, 1000 Cases, 4 Categories of Lung Tumor ClassificationTianchi2021-03-
COVID-19-CT SCAN IMAGES2D CT, 1400 Cases, 2 Categories of Pneumonia ClassificationTianchi2021-03-
Chest X-ray PD Dataset2D X-Ray, 4575 Cases, 3 Categories of Pneumonia ClassificationProject Homepage2021-04-
Shenzhen chest X-ray set2D X-Ray, 662 cases, 2 Categories of Tuberculosis ClassificationNIH2021-06-
ISPY1-Tumor-SEG-Radiomics3D MRI, 483 Cases, 1 Category of Breast Tumors SegmentationTCIA2022-06-
Chest X-Ray Imaging_(Pneumonia)2D X-ray, 5856 Cases, 2 Categories of Pneumonia ClassificationProject Homepage2022-07-
Parse 20223D CT, 200 Cases, 1 Category of Pulmonary Artery SegmentationGrand Challenge2022-04MICCAI'2022
ATM223D CT, 500 Cases, 1 Category of Lung Airway SegmentationGrand Challenge2022-05MICCAI'2022
MVSeg-3DTEE 20233D Ultrasound, 175 Cases, 2 Categories of Mitral Valve SegmentationSynapse2023MICCAI'2023
TDSC-ABUS20233D Ultrasound, 200 Cases, 1 Category of Breast Tumor Detection, Segmentation and ClassificationGrand Challenge2023-03MICCAI'2023
AIIB233D CT, 312 Cases, 1 Category of Lung Airway SegmentationCodaLab2023-05MICCAI'2023
SEG.A.3D CTA, 56 Cases, 1 Category of Aorta SegmentationGrand Challenge2023-05MICCAI'2023
LNQ 20233D CT, 513 Cases, 1 Category of Lymph Node QuantificationGrand Challenge2023-05MICCAI'2023
MICCAI2024 TriALS 2024 Task13D CT, 60 Cases, 1 Category of Liver Diesase SegmentationSynapse2024-06MICCAI'2024
</details>

Abdomen

<details> <summary> </summary>
DatasetDescriptionOfficial WebsiteRelease DateChallenge
SLIVER073D CT, 30 Cases, 1 Category of Liver SegmentationGrand Challenge2007-
NCT-CRC-HE-100K2D Pathology, 100,000 Cases, 9 Categories of Colorectal ClassificationZenodo2008-04-
Promise093D MRI, 15 Cases, 1 Category of Prostate SegmentationProject Homepage2009MICCAI'2009
3D-IRCADB3D CT, 22 Cases, 40 Categories of Abdominal Organ and Tumor SegmentationProject Homepage2010-
VESSEL123D CT, 20 Cases, 1 Category of Vessel SegmentationGrand Challenge2012-05ISBI'2012
BTCV3D CT, 50 Cases, 13 Categories of Abdominal Organ SegmentationSynapse2015-04MICCAI'2015
BTCV Cervix3D CT, 50 Cases, 4 Categories of Abdominal Organ SegmentationSynapse2015-04MICCAI'2015
LiTS3D CT, 201 Cases, 2 Categories of Liver and Tumor SegmentationCodaLab2017-06ISBI'2017, MICCAI'2017 & 2018
MSD Pancreas Tumour3D CT, 420 Cases, 2 Categories of Pancreas and Tumour SegmentationMSD2019-02Medical Segmentation Decathlon
MSD Hepatic Vessel3D CT, 443 Cases, 2 Categories Liver Blood vessels and Tumor SegmentationMSD2019-02Medical Segmentation Decathlon
MSD Spleen3D CT, 61 Cases, 1 Category of Spleen SegmentationMSD2019-02Medical Segmentation Decathlon
MSD Colon Cancer3D CT, 190 Cases, 1 Category of Colon Tumor SegmentationMSD2019-02Medical Segmentation Decathlon
MSD Prostate3D MR, 48 Cases, 2 Categories of Prostate SegmentationMSD2019-02Medical Segmentation Decathlon
Gleason 20192D Pathology, 331 Cases, 6 Categories of Prostate Cancer ClassificationGrand Challenge2019MICCAI'2019
KiTS193D CT, 300 Cases, 2 Categories of Kidney and Tumor SegmentationGrand Challenge2019-03MICCAI'2019
CHAOS3D CT&MRI, 40 Cases, 4 Categories of Abdominal Organ SegmentationGrand Challenge2019-04ISBI'2019
Pancreas-CT3D Contrast-enhanced CT, 80 Cases, 1 Category of Healthy Pancreas SegmentationTCIA2020-
QIN-PROSTATE-Repeatability3D MR, 30 Cases, 3 Categories of Prostate SegmentationTCIA2020-11-
KiTS213D CT, 400 Cases, 3 Categories of Kidney and Tumor SegmentationProject Homepage2021-03MICCAI'2021
FLARE 20213D CT, 511 Cases, 4 Categories of Abdominal Organ SegmentationGrand Challenge2021-05MICCAI'2021
AbdomenCT-1K3D CT, 1112 Cases, 4 Categories of Abdominal Organ SegmentationGithub2021-07-
QUBIQ20213D CT, 90 Cases, 2 Categories of Pancreas and Lesions SegmentationGrand Challenge2021-08MICCAI'2021
WORD3D CT, 150 Cases, 16 Categories of Abdominal Organ SegmentationGithub2021-11-
NuCLS2D Pathology, 119828 Cases, Gastric Cancer Pathology Image ClassificationProject Homepage2022-03-
FLARE 20233D CT, 2300 Cases, 13 Categories of Abdominal Organ SegmentationGrand Challenge2022-03MICCAI'2022
UW-Madison GI Tract Image Segmentation2D MRI, 38496 Cases, 3 Categories of Gastrointestinal Tract SegmentationKaggle2022-04-
KiPA223D CTA, 130 Cases, 4 Categories of Vessel and Tumor SegmentationGrand Challenge2022-04MICCAI'2022
AMOS 20223D CT&MRI, 600 Cases, 15 Categories of Abdominal Organ SegmentationGrand Challenge2022-05MICCAI'2022
PI-CAI3D MR, 1500 Cases, 1 Category of Prostate Tumor SegmentationGrand Challenge2022-05-
HCC-TACE-Seg3D CT, 628 Cases, 4 Categories of Liver and Liver Tumor SegmentationTCIA2022-08-
EBHI-Seg2D Pathology, 4456 Cases, 6 Categories of Colon SegmentationProject Homepage2023-01-
LLD-MMRI20233D MRI, 394 Cases, Liver Lesion DetectionGithub2023-02MICCAI'2023
SPPIN3D MRI, 111 Cases, 1 Category of Pediatric Neuroblastoma SegmentationGrand Challenge2023-04MICCAI'2023
FLARE 20233D CT, 4500 Cases, 14 Categories of Abdominal Organ and Tumor SegmentationCodaLab2023-04MICCAI'2023
KiTS233D CT, 599 Cases, 3 Categories of Kidney and Tumor SegmentationProject Homepage2023-04MICCAI'2023
ATLAS (MICCAI2023)3D CE-MRI, 90 Cases, 2 Categories of Liver and Tumor SegmentationGrand Challenge2023-04MICCAI'2023
MOOD20233D CT&MR, 1300 Cases, Out-of-Distribution DetectionProject Homepage2023-04MICCAI'2023
MICCAI 2023 PSFHS2D Ultrasound, 5101 (4000) Cases, 2 Categories of Fetal Head and Pubic Symphysis (FH-PS) SegmentationGrand Challenge2023-04MICCAI'2023
Adrenal-ACC-Ki67-Seg3D CT, 57 Cases, 1 Category of Pathologically Confirmed Adrenocortical Carcinoma SegmentationTCIA2023-05-
AbdomenAtlas 1.0 Mini3D CT, 5195 Cases, 9 Categories of Abdominal Organ SegmentationGithub2024-02-
FLARE 2024 Task 13D CT, 10000 Cases, 1 Category of Whole Body Tumor SegmentationCodabench2024-04MICCAI'2024
FLARE 2024 Task 33D MRI, 4817 Cases, 13 Categories of Abdomen Organs SegmentationCodabench2024-04MICCAI'2024
MICCAI 2024 CARE-LiQA3D MRI, 250 Cases, 2 Categories of Liver Segmentation and Fibrosis StagingProject Homepage2024-05MICCAI'2024
FedSurg2D Laparoscopy, 30 Cases, 6 Categories of Laparoscopic AppendectomySynapse2024-05MICCAI'2024
MICCAI-24 ACOUSLIC3D Ultrasound, 600 Cases, 3 Categories of Fetal Abdomen Waist MeasurementGrand Challenge2024-05MICCAI'2024
MICCAI 2024 PENGWIN Task13D CT, 100 Cases, 3 Categories of Pelvis SegmentationGrand Challenge2024-07MICCAI'2024
</details>

Heart

<details> <summary> </summary>
DatasetDescriptionOfficial WebsiteRelease DateChallenge
HVSMR3D MR, 19 Cases, 4 Categories of Cardiac Anatomical Structure SegmentationProject Homepage2016-03-
ACDC3D MRI, 150 Cases, 3 Categories of Left and Right Ventricles and Myocardial SegmentationProject Homepage2017MICCAI'2017
MM-WHS3D CT/MRI, 120 Cases, 7 Categories of Heart Substructure SegmentationGithub2017MICCAI'2017
MSD Cardiac3D MRI, 30 Cases, 1 Category of Left Atrium SegmentationMSD2019-02Medical Segmentation Decathlon
M&Ms Cardiac CMR Segmentation3D MR, 375 Cases, 3 Categories of Left and right ventricles and myocardial segmentationProject Homepage2020MICCAI'2020
EMIDEC3D DE-MRI, 150 Cases, 3 Categories of Assessment of Myocardial Infarction SegmentationProject Homepage2020-04MICCAI'2020
MyoPS 20203D MRI, 45 Cases, 5 Categories of Myocardial Pathology SegmentationGithub2020-04MICCAI'2020
LAScarQS 20223D MRI, 194 Cases, 2 Categories of Left Atrium and Scar SegmentationGithub2022-04MICCAI'2022
CMRxMotion3D MRI, 360 Cases, 3 Categories of Heart Structure SegmentationSynapse2022-05MICCAI'2022
ImageCAS3D CTA, 1000 Cases, 1 Category of Coronary Artery SegmentationGithub2023-
CardiacUDA2D Ultrasound, 992 Cases, 5 Categories of Heart Structure SegmentationGithub2023-09-
MICCAI 2024 CARE MyoPS++3D CMR, 2741 Cases, 5 Categories of Myocardial Lesion SegmentationProject Homepage2024-05MICCAI'2024
MICCAI 2024 CARE WHS++3D CT/CTA, 206 Cases, 1 Category of Whole heart segmentationProject Homepage2024-05MICCAI'2024
MICCAI 2024 CARE LAScarQS++3D LGE MRI, 194 Cases, 3 Categories of Left Atrial Cavity Segmentation and Scar QuantificationProject Homepage2024-05MICCAI'2024
</details>

Bones

<details> <summary> </summary>
DatasetDescriptionOfficial WebsiteRelease DateChallenge
TCB Challeng2D Bone Radiograph, 174Cases, 2 Categories of Osteoporosis ClassificationProject Homepage2016-08-
MURA2D X-ray, 40561 Cases, 2 Categories of Musculoskeletal ClassificationProject Homepage2018-
IVDM3Seg3D MRI, 16 Cases, 1 Category of Intervertebral Disc SegmentationProject Homepage2018-09MICCAI'2018
Osteosarcoma Tumor Assessment2D Pathological Imaging, 1144 Cases, 3 Categories of Tumor after Surgical Resection ClassificationTCIA2019-
VerSe3D CT, 374 Cases, 26 Categories of Spine SegmentationGithub2020-05MICCAI'2019 & 2020
RibFrac 20203D CT, 660 Cases, 4 Categories of Rib Fracture Detection and ClassificationGrand Challenge2020-06MICCAI'2020
Digital Knee X-ray Images2D X-Ray, 1650 Cases, 5 Categories of Knee Joint Diseases ClassificationProject Homepage2020-06-
Knee Osteoarthritis Dataset with Severity Grading2D X-Ray, 9786 Cases, 5 Categories of Knee Osteoarthritis ClassificationProject Homepage2020-06-
CTPelvic1K3D CT, 1184 Cases, 4 Categories of Lumbar Spine, Sacrum, Left and Right Hip SegmentationGithub2020-12-
CTSpine1K3D CT, 1005 Cases, 25 Categories of Spine SegmentationGithub2021-05-
SPIDER3D MR, 544 Cases, 19 Categories of Spine, Intervertebral Disc, Spinal Canal SegmentationGrand Challenge2023-06-
Fractured Bone Detection3D CT, 24 Cases, 2 Categories of 2 Fractures ClassificationKaggle2023-06-
</details>

Endoscopy

<details> <summary> </summary>
DatasetDescriptionOfficial WebsiteRelease DateChallenge
CVC-ClinicDB2D, Endoscopy, 612 Cases, 1 Category of Colon Polyp SegmentationGrand Challenge2015-02MICCAI'2015
AIDA-E22D Endoscopy, 262 Cases, 3 Categories of Digestive Tract Disease ClassificationGrand Challenge2015-11ISBI'2016
Cholec80 Cholecystectomy Surgery Video Dataset2D Endoscopy, 370,168 Cases, 14 Categories of Surgical Action Types and Instrument ClassificationGithub2016-02-
Colonoscopic2D Endoscopy, 152 Cases, 3 Categories of Gastrointestinal Lesions ClassificationProject Homepage2016-09-
Intel & MobileODT Cervical Cancer Screening2D Hysteroscopy, 6733 Cases, 3 Categories of Cervix Image ClassificationKaggle2017-03-
The Nerthus Dataset2D Endoscopy, 5525 Cases, 4 Categories of Intestinal Cleansing Levels ClassificationProject Homepage2017-06-
Robotic Instrument Segmentation2D Endoscopy, 3000 Cases, 4 Categories of Surgical Instruments SegmentationGrand Challenge2017-08MICCAI'2017
EAD 20192D Endoscopy, 2991 Cases, 7 Categories of Esophageal, Colon, Stomach, Bladder, Liver SegmentationGrand Challenge2019-08-
Kvasir-SEG2D Endoscopy, 1160 Cases, 1 Category of Colon Polyp SegmentationGithub2019-11-
SARAS-ESAD2D Endoscopy, 33398 Cases, 21 Categories of Surgical Action RecognitionGrand Challenge2020-01-
SUN Colonoscopy Video2D Endoscopy, 158,690 Cases, 1 Category of Polyp SegmentationProject Homepage2020-07-
Sinus Surgery Endoscopic Image Datasets2D Rhinoscopy, 9003 Cases, 1 Category of Surgical Instrument SegmentationGithub2020-08-
EndoVisSub2018-RoboticSceneSegmentation2D Endoscopy, 7274 Cases, Robotic Surgery Scene SegmentationGrand Challenge2020-08MICCAI'2018
EndoSLAM2D Endoscopy, 64577 Cases, 3D ReconstructionGithub2020-10-
m2caiseg2D Endoscopy, 307 Cases, 19 Categories of Abdominal Organs and Surgical Equipment SegmentationKaggle2020-12MICCAI'2016
CholecSeg8k2D Endoscopy, 8080 Cases, 13 Categories of Cholecystectomy Surgery Semantic SegmentationKaggle2020-12-
Kvasir-Capsule2D Endoscopy, 4741504 Cases, 14 Categories of Digestive Tract Lesion SegmentationProject Homepage2021-05-
FetReg 2021 Task12D Fetoscope, 2718 Cases, 3 Categories of Blood vessels, Fetus, Surgical Tools SegmentationSynapse2021-07MICCAI'2021
LDPolypVideo2D Endoscopy, 861400 Slices, 1 Category of Polyp DetectionGithub2021-09-
EndoMapper2D Endoscopy Video, 59 Cases, 3D Reconstruction and VSLAMSynapse2022-04-
CholecT45 Dataset2D Endoscopy, 90489 Cases, 128 Categories of Cholecystectomy Surgery Action RecognitionGithub2022-04-
Surgical scene segmentation2D Endoscopy, 9156 Cases, 32 Categories of Surgery Scene SegmentationProject Homepage2022-09-
LIMUC2D Endoscopy, 11276 Cases, 4 Categories of Mayo Score ClassificationGithub2022-11-
SUN-SEG2D Endoscopy, 158,690 Cases, 7 Categories of Video Polyp SegmentationGithub2022-11-
PitVis2D Endoscopy, 120024 Cases, 15 Categories of Workflow Identification in Endoscopic Pituitary SurgeryProject Homepage2023MICCAI'2023
Endoscopic Bladder Tissue Classification Dataset2D Endoscopy, 1754 Cases, 4 Categories of Cystoscopy Tissue ClassificationProject Homepage2023-03-
C3VD2D Endoscopy, 10015 Cases, 3D ReconstructionProject Homepage2023-08-
SurgVU242D Endoscopy, 280 Cases, 12 Categories of Surgical Instruments and 8 Categories of Surgical Tasks Video Timing PositioningGrand Challenge2024-05MICCAI'2024
</details>

Retina

<details> <summary> </summary>
DatasetDescriptionOfficial WebsiteRelease DateChallenge
STARE2D Retinal Images, 20 Cases, 1 Category of Fundus Blood Vessels SegmentationProject Homepage2000-03-
DRIVE2D Retinal Images, 40 Cases, 1 Category of Fundus Blood Vessels SegmentationGrand Challenge2004-04-
CHASE2D Retinal Images, 28 Cases, 1 Category of Fundus Blood Vessels SegmentationProject Homepage2011-06-
HRF2D Retinal Images, 45 Cases, 1 Category of Fundus Blood Vessels SegmentationProject Homepage2013-12-
HRF Image Quality Assessment Dataset2D Retinal Images, 36 Cases, 2 Categories of Eye Disease ClassificationProject Homepage2013-
DRiDB2D Retinal Images, 648 Cases, 3 Categories of Diabetic Retinopathy ClassificationProject Homepage2013-
RITE2D Retinal Images, 40 Cases, 1 Category of Fundus Blood Vessels SegmentationProject Homepage2013-
Messidor-22D Retinal Images, 1748 Cases, 2 Categories of Diabetic Retinopathy ClassificationProject Homepage2013-
DRISHTI-GS2D Retinal Images, 101 Cases, 2 Categories of Optic Cup and Optic Disc SegmentationProject Homepage2014-
Retinal image quality assessment dataset2D Retinal Images, 216 Cases, 3 Categories of Image Quality EvaluationProject Homepage2014-04-
Retina2D Retinal Images, 601 Cases, 4 Categories of Cataracts, Glaucoma Retinopathy-2016-
Eyepacs2D Retinal Images, 35126 Cases, 5 Categories of Diabetic Retinopathy GradingProject Homepage2016-
RETOUCH3D OCT, 112 Cases, 3 Categories of Retinal Fluid SegmentationGrand Challenge2017-04MICCAI'2017
LES-AV2D Retinal Images, 22 Cases, 1 Category of Fundus Blood Vessels SegmentationProject Homepage2018-
OCT 20172D OCT, 35126 Cases, 4 Categories of Eye Disease ClassificationGithub2018-
Papilledema2D Fundus, 1369 Cases, 3 Categories of Papilledema ClassificationProject Homepage2018-
REFUGE2D Fundus, 1200 Cases, 2 Categories of Glaucoma Classification, 2 Categories of Optic Disc/Cup SegmentationGrand Challenge2018-03MICCAI'2018
IDRID2D Retinal Images, 81 Cases, 5 Categories of Diabetic Retinopathy SegmentationGrand Challenge2018-07ISBI'2018
PALM192D Retinal Images, 1200 Cases, 1 Category of Fundus Blood Vessels SegmentationProject Homepage2019ISBI'2019
LAG2D Fundus Photography, 11760 Cases, Glaucoma Early Detection and Research ClassificationGithub2019-03-
ACRIMA2D Retinal Images, 705 Cases, 2 Categories of Glaucoma ClassificationProject Homepage2019-03-
ROSE2D OCT, 229 Cases, 1 Category Fundus Blood Vessels SegmentationProject Homepage2020-
OCTA-5002D OCT , 500 Cases, 1 Category of Fundus Blood Vessel SegmentationProject Homepage2020-06-
RIM-ONE DL2D Retinal Images, 485 Cases, 2 Categories of Glaucoma Classification and Optic Disc and Optic Cup SegmentationGithub2020-06-
ORVS2D Retinal Images, 49 Cases, 1 Category of Fundus Blood Vessels SegmentationGithub2020-12-
JSIEC2D Retinal Images, 1000 Cases, 39 Categories of Eye Diseases ClassificationKaggle2021-
Diabetic Retinopathy Arranged2D Retinal Images, 35127 Cases, 5 Categories of Diabetic Retinopathy ClassificationProject Homepage2021-03-
Augemnted ocular diseases(AOD)2D Retinal Images, 14.8k Cases, 7 Categories of Major Eye Diseases ClassificationKaggle2021-04-
BEH (Bangladesh Eye Hospital)2D Fundus photograph, 634 Casesm, 2 Categories of Glaucoma ClassificationGithub2021-12-
iChallenge-ADAM-Task12D Retinal Images, 800 Cases, 2 Categories of Age-related Macular Degeneration (AMD) ClassificationGrand Challenge2022ISBI'2020
Retinal OCT-C82D OCT, 24000 Cases, 8 Categories of Retinal Disease ClassificationKaggle2022-01-
RAVIR2D Infrared Reflectance Imaging, 46 Cases, 2 Categories of Retinal Arteries and Veins SegmentationGrand Challenge2022-03-
Multi-Label Retinal Diseases2D Retinal Images, 2451 Cases, 20 Categories of Eye Diseases ClassificationMendeley2022-07-
FIVES2D Retinal Images, 800 Cases, 1 Category of Fundus Blood Vessels SegmentationProject Homepage2022-08-
OLIVES2D Fundus Color Photography, 412 Cases, 2 Categories of Diabetic Retinopathy ClassificationGithub2022NeurIPS'2022
ODIR-5K2D Retinal Images, 5000 Cases, 8 Categories of Common Ophthalmic Diseases ClassificationGrand Challenge2023-
AIROGS2D Fundus, 101442 Cases, 2 Categories of Glaucoma ClassificationGrand Challenge2023-
RFMiD 2.02D Retinal Images, 3200 Cases, 45 Categories of Eye Disease ClassificationGrand Challenge2023-01ISBI'2021
ToxoFundus2D Fundus Color Photos, 412 Cases, 2 Categories of Toxoplasmic Chorioretinitis ClassificationKaggle2023-06-
Harvard Glaucoma Detection and Progression2D Fundus photograph, 1544 Cases, 3 Categories of Predicting Glaucoma and Severity ClassificationProject Homepage2023-08-
BiDR2D Fundus Photography, 2838 Cases, 2 Categories of Diabetic Retinopathy ClassificationKaggle2023-11-
MICCAI 2024 DIAMOND2D Fundus Photograph, 2 Categories of center-involved DME Prediction and Retina Diseases ClassificationCodabench2024-03MICCAI'2024
Cataract-1K2D Ophthalmic Microscope, 1000 Cases, 13 Categories of Surgical Stages, 2 Categories of Anomaly Detection, 12 Categories of SegmentationsGithub2024-04-
OphNet2D Ophthalmic Microscope, 2278 Cases, 66 Categories of Surgeries, 103 Categories of Stages, 150 Categories of Operations Ophthalmic Surgery Video Classification and LocalizationProject Homepage2024-07-
MAPLES-DR2D Fundus Photograph, 198 Cases, 12 Categories of Diabetic Retinopathy SegmentationProject Homepage2024-08-
AMD-SD2D OCT, 3049 Cases, 5 Categories of Wet Age-Related Macular Degeneration SegmentationProject Homepage2024-09-
</details>

Skin

<details> <summary> </summary>
DatasetDescriptionOfficial WebsiteRelease DateChallenge
PH²2D Dermoscopic Images, 200 Cases, 2 Categories of Melanoma SegmentationProject Homepage2015-
MED-NODE2D Dermoscopic Images, 170 Cases, 2 Categories of Benign and Malignant Melanoma ClassificationProject Homepage2015-07-
ISIC 20172D Dermoscopic Images, 2750 Cases, 1 Category of Melanoma SegmentationProject Homepage2017-
Derm7pt2D Dermoscopic Images, 2000 Cases, 19 Categories of Skin Lesion Malignancy Examination ClassificationProject Homepage2019-
ISIC 20202D Dermoscopic Images, 33126 Cases, 2 Categories of Benign and Malignant Melanoma ClassificationProject Homepage2020-
PED-UFES-202D Dermoscopic Images, 2298 Cases, 6 Categories of Dermatology classificationMendeley2020-07-
Fitzpatrick 17k2D Dermoscopic Images, 16577 Cases, 6 Categories of Fitzpatrick Skin Type, 114 Categories of Skin ConditionGithub2021-
Web-scraped Skin Image2D Dermoscopic Images, 804 Cases, 6 Categories of Dermatology ClassificationKaggle2022-08-
SCIN2D Dermoscopic Images, 10408 Cases, Skin Pathological Conditions (Appearance and Severity) ClassificationProject Homepage2023-02-
ISIC 2024 Challenge: SLICE-3D2D Dermoscopic Images, 401059 Cases, 2 Categories of Skin Cancer ClassificationProject Homepage2024-08ISBI'2024
</details>

Microscopic imaging

<details> <summary> </summary>
DatasetDescriptionOfficial WebsiteRelease DateChallenge
Herlev-Cervical Smear2D Histopathology, 917 Cases, 7 Categories of Cervical Smear ClassificationProject Homepage2003-
Corneal Nerve2D Microscopic Imaging, 90 Cases, 2 Categories of Corneal Abnormality ClassificationProject Homepage2008-11-
Malignant Lymphoma Classification2D Pathological Sections, 374 Cases, 3 Categories of Malignant Lymphoma ClassificationKaggle2010-07-
Corneal Nerve Tortuosity2D Microscopic Imaging, 30 Cases, 3 Categories of Corneal Nerve Distortion GradeProject Homepage2011-08-
OCCISC2D Microscopic Imaging, 945 Cases, Extracting the Boundaries of Individual Cytoplasm and Nuclei from Overlapping Cervical Cytology ImagesProject Homepage2014-01-
BioMediTech2D Cell Imaging, 1862 Cases, 4 Categories of Retinal Cell ClassificationProject Homepage2016-02-
GlaS2D Pathological Imaging, 165 Cases, 1 Category of Colorectal Gland Tissue SegmentationProject Homepage2017MICCAI'2015
HuSHeM2D Microscopic Imaging, 216 Cases, 4 Categories of Sperm ClassificationMendeley2017-06-
MoNuSeg2D Microscopic Imaging, 53 Cases, 1 Category of Nucleus SegmentationGrand Challenge2017MICCAI'2018
PatchCamelyon2D Pathological Imaging, 327,680 Cases, 2 Categories of Breast Cancer Metastasis ClassificationProject Homepage2018-06CAMELYON16
ICIAR 2018 BACH Task12D Histology Imaging, 400 Cases, 4 Categories of Breast Cancer ClassificationGrand Challenge2018-08ICIAR'2018
ICIAR 2018 BACH Task22D Histology Imaging, 30 Cases, 3 Categories of Breast Cancer SegmentationGrand Challenge2018-08ICIAR'2018
CORN2D Microscopic Imaging, 1698 Cases, 1 Category of Corneal Nerve SegmentationProject Homepage2019-
DigestPath20192D Pathological Imaging, 250 Cases, 1 Category of Digestive System Pathology Segmentation and DetectionGrand Challenge2019MICCAI'2019
Leukemia2D Microscopic Imaging, 1867 Cases, 2 Categories of Leukemia Cell ClassificationKaggle2019-
ICPR-HEp-22D Cell Fluorescence Microscopy Imaging, 14K, 6 Categories of Cell ClassificationProject Homepage2019-02-
Complete Blood Count2D Blood Smear, 360 Cases, 3 Categories of Blood Cell CountGithub2019-07-
LC250002D Pathological Imaging, 25000 Cases, 5 Categories of Pathological Image ClassificationGithub2020-01-
PanNuke2D Pathology, 7904 Cases, 6 Categories of Nuclear SegmentationProject Homepage2020-03-
SICAPv2 Prostate Pathology Segmentation Dataset2D Pathological Imaging, 18783 Cases, 4 Categories of Prostate Cancer GradeMendeley2020-07-
ANHIR2D Pathological Imaging, 481 Cases, Pathological Image Lung Lobes and Breast Tissue RegistrationGrand Challenge2020-07ISBI'2019
MitoEM20213D Histopathology Imaging, 2 Cases, 1 Category of Mitochondria SegmentationGrand Challenge2021ISBI'2021
CoCaHis2D Pathological Imaging, 82 Cases, 2 Categories of Colon Cancer Tissue SegmentationProject Homepage2021-01-
ARCH2D Pathological Imaging, 11816 Cases, Pathological Images and Corresponding Text DescriptionsProject Homepage2021-03-
Malaria Cell Images2D Microscopic Imaging, 27558 Cases, 2 Categories of Malaria ClassificationProject Homepage2021-03-
SegPC212D Microscopic Imaging, 498 Cases, 2 Categories of Myeloma SegmentationGrand Challenge2021-04ISBI'2021
MHIST2D Pathological Imaging, 3152 Cases, 2 Categories of Colon Polyps ClassificationProject Homepage2021-06-
Bone Marrow Cytomorphology2D Pathological Imaging, 171,375 Cases, 21 Categories of Bone Marrow Cell Morphological ClassificationProject Homepage2021-11-
Chaoyang2D Pathological Imaging, 6160 Cases, 4 Categories of Colonic Lesions ClassificationGithub2021-11-
CoNIC20222D Pathological Imaging, 4981 Cases, 7 Categories of Nuclei within Tissues SegmentationGrand Challenge2022ISBI'2022
NeurIPS 2022 Cell Seg2D Microscopic Imaging, 3022 Cases, 1 Category of Cell Instance SegmentationGrand Challenge2022-06NeurIPS'2022
BRACS2D Pathological Imaging, 4539 ROIs/547 WSIs, 7 Categories of Breast Cancer Subtype ClassificationProject Homepage2022-10-
BCI2D Pathological Imaging, 4870 Cases, 4 Categories to convert HE images to IHC imagesProject Homepage2023-04-
MIDOG++2D Pathological Imaging, 22688 Cases, 2 Categories of Tumor Tissue Mitotic ClassificationGithub2023-07-
SegPANDA2002D Pathological Imaging, 100960 Cases, 6 Categories of Prostate Tissue SegmentationProject Homepage2023-10-
MIST-HER22D Pathological Imaging, 22688 Cases, 4 Categories of Critical Biomarkers in Breast Cancer Diagnosis Image TransformationProject Homepage2023-10-
KPIs2D Pathological Imaging, 10428 Patches, 1 Category of Glomerular Tissue SegmentationProject Homepage2024-03MICCAI'2024
</details>

Image text dataset

<details> <summary> </summary>
DatasetDescriptionOfficial WebsiteRelease Date
IU-XrayRG, 7,470 Frontal or Lateral Chest X-ray Images, with 3,955 Corresponding ReportsPaperWithCode2016
Linguistic MeaningSemantic Decoding, Functional Magnetic Resonance Imaging (fMRI), and Semantic Vector RepresentationsProject Homepage2018-03
VQA-RADVQA, 3515 Cases QA PairProject Homepage2018-11
ImageClef-2019-VQA-MedVQA, 15292 Cases QA PairProject Homepage2019-09
ZuCo 2.0eeg-to-textProject Homepage2019-12
PathVQAVQA, 32799 Cases QA PairGrand Challenge2020-03
MedICaTVQA, 217060 Cases QA PairGithub2020-12
SLAKEVQA, 14028 Cases QA PairProject Homepage2021-02
Montgomery County CXR Set2D X-Ray, 138 Cases, 2 Categories of CXR Image Abnormality DiagnosisProject Homepage2021-06
MMMU Health&MedicineVQA, 1752 Cases QA PairMendeley2022-07
PMC-OAVQA, 1.6M QA PairProject Homepage2023-03
PMC-VQAVQA, 227K CasesGithub2023-05
Quilt-1MCaption, 768826 CasesProject Homepage2023-06
ROCOV2Caption, 80080 Cases Image-Caption PairZenodo2023-11
RP3D-CaptionCaption, 69523 Cases Image-Caption PairProject Homepage2023-11
PMC-InlineCaption, 11,000,000 ImagesHugginface2023-11
CT-RATECaption, 47149 CasesHugginface2024-03
MedPromptX-VQAVQA, 968 Cases QA PairProject Homepage2024-03
WSI-VQAVQA, 8672 Cases QA PairGithub2024-07
Medical-CXR-VQA2D X-Ray, 780014 Cases, LLMs specializing in chest X-ray ImagesGithub2024-07
PathMMUVQA, 33,428 Cases QA Pair and 24,067 Cases Pathological ImagesProject Homepage2024-08
ColonINST-v1VQA, 450,724 visual dialoguesGithub2024-10
EIT-1MSemantic Decoding, 1 million EEG-image-text Data Pairs, suitable for EEG Signal Decoding TasksProject Homepage2025-07
</details>

Text dataset

<details> <summary> </summary>
DatasetDescriptionOfficial WebsiteRelease Date
LiveQAQA, 634 Cases QA PairGithub2017
cMedQA v2.0QA, 108K Cases QA PairGithub2018-12
webMedQAQA, 63,284 Cases QA PairGithub2019
PubMedQAQA, 1000 Cases Expert annotation QA PairProject Homepage2019
MedDialog-CNQA, 1.1M Cases QA PairGithub2020-07
MedQAQA, 61,097 Cases QA PairGithub2020-09
Chinese Medical Dialogue DatasetQA, 792K Cases QA PairProject Homepage2021-02
MedMCQAQA, 193,155 Cases QA PairProject Homepage2022-03
Huatuo-26MQA, 26M Cases QA PairGithub2023-05
HealthSearchQAQA, 3173 Cases QA PairPaper2023-07
CMBQA, 270K Cases QA PairGithub2023-08
ShenNong-TCM-Dataset/EBQA, 113K Cases QA PairGithub2023-08
CMExamQA, 68K Cases QA PairGithub2023-10
PathTextCaption, 9009 Cases, WSI-Text PairGithub2023-11
MedBenchQA, 113K Cases QA PairProject Homepage2023-12
RJUA-QAQA, 213 Cases QA PairGithub2023
ChineseEEGSemantic Decoding and Matching, 25 Phases and 115,233 CharactersGithub2024-03
MedConceptsQAQA, 800K Medical conceptsProject Homepage2024-09
</details>

Other Medical Awesome Collection Projects

Dataset Platforms

You can search for more medical datasets not included in this project on these websites:

Evaluation Benchmark

Noted: Many of the datasets collected in this project are benchmarks on the data platform. This section collects comprehensive benchmarks specifically used to evaluate model performance.

BenchmarkOrganizationPaperWebsite
MedBenchShanghai AI LabarXivProject Link
OmniMedVQAShanghai AI LabarXivGitHub stars
A-EvalShanghai AI LabarXivGitHub stars
GMAI-MMBenchShanghai AI LabarXivGitHub stars
TouchstoneJHUarXivGitHub stars

SOTA Methods

Segmentation

ModelOrganizationPaperGithub
nnU-NetDKFZarXivGitHub stars
MedNeXtDKFZarXivGitHub stars
STU-NetShanghai AI LabarXivGitHub stars
U-Net & CLIPCityUarXivGitHub stars
UNETRNVIDIAarXivGitHub stars
Swin UNETRNVIDIAarXivGitHub stars
Swin UNETR & CLIPCityUarXivGitHub stars
MedFormerRutgersarXivGitHub stars
UniSegNPUarXivGitHub stars
Diff-UNetHKUSTarXivGitHub stars
LHU-NetURarXivGitHub stars
NexToUHITarXivGitHub stars
SegVolBAAIarXivGitHub stars
UNesTNVIDIAarXivGitHub stars
SAM-AdapterDukearXivGitHub stars

Related Foundation Toolbox Projects

Many of the papers that use the datasets collected in this project have their code written based on the following Github code project.

ProjectsOrganizationPaperGithub
nnU-NetDKFZarXivGitHub stars
MONAINVIDIAarXivGitHub stars
SAMMETAarXivGitHub stars
MMSegmentationShanghai AI Lab-GitHub stars
MMPretrainShanghai AI Lab-GitHub stars