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Segmentation d'images médicales
Délimitation des organes, lésions ou structures anatomiques dans les images médicales (scanner IRM, radiographie) au niveau du pixel/volume.
Classement
100 modèles au total
Benchmarks
Kvasir-SEG
ACDC
CVC-ClinicDB
Synapse
CVC-ColonDB
BUSI
ETIS-LaribPolypDB
AMOS
EchoNet-Dynamic
GlaS
BTCV
DRIVE
Polyps
ETIS
MoNuSeg
kumar
HoVer-Net (e)
Kvasir
MosMedData+
BraTS
crag
PatchCL
MSWAL
CVC-300
FUNDUS
Prostate
AMOS22
CholecSeg8K
ISIC2018
ISLES
KiTS23
OASIS
DSAD
EndoScene
LA
LiTS2017
H-DenseUnet Liver
2018 Data Science Bowl
DoubleUNet
ISIC2016&ph2
LIDC-IDRI
LiTS
MMWHS
WORD
CHASE-DB1
Organ
QaTa-COV19
Tumor2
Vertebrae
ABIDE
AutoPET
BraTS2018
CAMUS
OASIS3
Synapse 8-organ
TotalSegmentator
ConSeP
FIVES
HeiSurf
IXI
KiTS19
MOUSE
PANTHER-MR
PH2
PROMISE12
Abd-CT
Abd-MRI
Anatomical Tracings of Lesions After Stroke (ATLAS)
U-Net
ATLAS
BraTS 2018
Cardiac
CHAOS
CHASE
CVC
CVC-VideoClinicDB
ResUNet++ + TTA
FLARE22
ISIC
ISIC-2018
Meta-CVC-Clinic
MSSEG
PAIP
pancreas
SUN-SEG
TBI
WMH
AbdomenCT-1K
AbdomenCTCT
Anatomical Tracings of Lesions After Stroke (ATLAS)
MGA-Net
BCV
BraTS2020
CANDI
Cell17
Chest X-ray
ColonDB
Fundus-OC
Fundus-OD
Hippocampus
ISIC17
KPIS
LPBA40
M&Ms
Mindboggle101
MoNuSAC
MyoPS
PanNuke
Polyp segmentation
Ribs
SegThor
UDIAT
Abdomen MR←CT
Abdominal
Airway
AutoPETII
AVT
BCSS
BKAI-IGH NeoPolyp-Small
RaBiT
Bone Lesion
Brain Tumor
Brain US
MedT
BraTS-2019
BTCV-Abdomen
BTCV-Cervix
Cerebral Cortex
ClinicDB
CPM17
DCA1
DDTI
Drishti-GS
FeTA
HAM10000
Harvard-FairSeg
ISBI12
ISIC2017
Kvasir-Sessile
LUAD
LVQuant
M&M
Maxillary Sinus
MC
MSD-Prostate
MSD03 Hepatic tumor
MSD06 Lung tumor
MSD07 Pancreatic tumor
MSD08 Hepatic tumor
MSD09 Spleen
MSD10 Colon tumor
Mycoplasma pneumoniae
Nasal Cavity
Nasal Pharynx
NSCLC-Rad
NSCLC-Radiomics
Pancreas-NIH
PANORAMA
PCLT20K
Poly-GA
Polyp
REFUGE
RIM-ONE-r3
RITE
KiU-Net
SegPC-2021
TBAD
Thalamus
TN3K
TotalSegV2
VerSe
2D Brain MRI
3D Brain MRI
3D Cardiac CT
AMOS CT
AMOS MR
Amygdala
Average over ten datasets
B
biopsy HE-IHC dataset
BKAI
BLCA
BM-Seg
Brain
BraTS 2020
BraTS 2025
BraTS 2025 Pre-only
BraTS19
BraTS2021
BraTS2023
BRCA
Breast
C
CAMUS-Semi
CASIA
Cervix
CHAOS-MRI
CHASEDB1
CheX
Cracks
CT-150
Att U-Net
CVC-612
CVC300
CWMBS
DFU 2022
Domain A
Domain B
Domain C
Domain D
Domain E
Drosophila
DSB2018
embryo
Endotect Polyp Segmentation Challenge Dataset
DDANet
FairDomain-Segmentation
FLARE22 Kidney_L
FLARE22 Kidney_R
FLARE22 Liver
FLARE22 Pancreas
FLARE22 Spleen
HCP
HMC-QU
HRF
FSG-Net
In-house testset
ISIC 2016
ISIC 2017
ISIC 2018
ISIC 2018
PROMISE
KvasirCapsule-SEG
NanoNet
LA Dataset
LA2018
Lateral Ventricle
LiQA
Liver
LUNA
CE-Net
M&Ms-2
MeCOVQA-G+
Medical image segmentation (25 tasks)
Medical Image Segmentation Benchmark
Medico automatic polyp segmentation challenge (dataset)
MedScribble
Meta-CVC-Colon
Meta-EndoVis-17
Meta-EndoVis-18
Meta-Kvasir-Seg
Mice-Lung
Mice-Pancreas
MnM
MS-CXR
MSD
MSD Pancreas
MSD-Lung
MSD-Pancreas
NeuroFly
NIH
Nuclei
OD/OC segmentation
Optic Cup
Optic Disk
organoids
PanSeg
plants
Putamen
RAOS Kidney
RAOS Liver
RAOS Stomach
Real noisy dataset
REFUGE Challenge
Roads
ROBUST-MIS
SCGM
Skin Lesion
Skin-DS
Spleen
STARE
Synthetic noisy dataset
TNBC
UCEC
Vascular
X-ray
2015 MICCAI Polyp Detection
DoubleUNet
3D-IRCADb
3D-IRCADb-01 and 3D-IRCADb-02
A
Ab-1K (4)
Abd-CT → MRI
Abd-MRI → CT
Abd.Organs
Abdomen CT
AbdomenAtlas 2.0
AbdomenCT
Adenocarcinoma
Adrenal Tumor
AMOS (15)
AMOS (CT)
AMOS (MRI)
AMOS MRI
AortaSeg24
ARCADE
AS
ASU-Mayo Clinic dataset
ResUNet++
ATLAS v2.0
Auto PET
Autolaparo
AutoPET-II
Average
AVRDB
BetaSeg
BIDMC
BiomedParseData
BIOMISA
BKAI-IGH NeoPolyp
Bladder
Bladder Cancer MRI
BMC
Bones w. Fractures
Brain Mets
Brain MRI
brain tumor segmentation
BraTS 2015
BraTS 2023
BraTS 2024
BraTS-2023
BraTS'19
BRATS18
BraTS19 Dataset
BraTS2019
BraTS23
Breast Cancer PET
Breast Lesion
Breast Ultrasound
BRISC
BTCV (13)
BTCV + LiTs
BTMRI
BUID
BUS
BUS to BUSI
BUSBRA
BUSI to BUS
BUSUC
Camelyon16
CAMUS-LA
CAMUS-LV
CAMUS-MYO
CANDI_S
cardiac segmentation
CAS
Catholic Uijeongbu St. Mary’s hospital dataset
CAXF
CCTA-CPR dataset
CETUS
CHAOS (T1)
CHAOS-T2
CHASE → DRIVE
CHASE → STARE
Chest CT
ChestX-Det
CHUAC
Cityscapes
Clinic
CMR
CMR-Segmentation
comprehensive ultrasound dataset
CORN
COVID-QU-Ex
Covid19
COVID19-1
CRACK
Crack500
CRC
CRCD
Cross-Modality Dataset
Cross-Sequence Dataset
CSI-fat
CSI-inn
CSI-opp
CSI-Wat
CT Lung & Heart & Trachea Segmentation
CT to MR
CT-ORG
CVCDB → Kvasir
D
DCAI
Decath-Brain Tumours
Decath-Heart
Decath-Liver
Decath-Pancreas
Decath-Spleen
DeepFluoro
DeepGlobe → CNDS
DeepGlobe → MR
DLBS
DP2E
DRHAGIS
DRIVE → CHASE
DRIVE → STARE
DSB18
DSCA
EBHI
EM
EndoPolyp
Esophag. Tumor CT
ETIS-Larib
FemurFrac
FeTA2021
FeTA21_S
FIVES_S
FLARE 2022
FLARE2022
Fundus segmentation
GlySAC
GMSC
HCP Aging Dataset
HCRUDB
Head & Neck
Heart
HECKTOR
HemoSet
Hepatic Vessel
HipFrac
HK
HMC_QU
HT29
HVS
IDRiD
IELES
In-house
in-house clinical sperm dataset
In-house Dataset
Institutional Pelvic
Internal (A, B, C, D, CAMUS)
ISIC-16
ISIC-2016
ISIC-2017
ISIC 2018 Task 1
DCSAU-Net
ISIC16
ISIC2016
ISLES'22
JHH
JSRT
Kidney Left
Kipa
KiPA22_S^2D
KiPA22_S^3D
KIRC
KiTS
KiTS T
KiTS Tumor
Kvasir → CVCDB
Kvasir-H
Kvasir-Instrument
LA-Dataset
LEAF
Left Atrium
LESAV
LGG
LiTS (1)
LiTS T
LiTS Tumor
Liver & Vessels
liver FIBSEM
Liver Lesions
LiverSeg23
LPBA
Lucchi
Lumbar Spine
Lung & Airway
Lung Cancer (LC) dataset
Lung CT-Scan
Lung Infection
Lung Tumor
Lung X-ray
Lung79
Lymph
Massachusetts-Building
MeCoVQA-G
Medical Segmentation Decathlon Dataset
MICCAI 2015 Head and Neck Challenge
AnatomyNet
Mice Lung
MICHE
Micro-CT Mouse
MIMOSeg
MitoEM
MitoEM-H
MitoEM-R
MM-WHS 2017
MM-WHS CT
Montgomery (MCU)
Montgomery County
MoNuSeg 2018
MosMed++
MR to CT
MRBrainS MRI Dataset
MRI
MS-CMRSeg 2019
MSD BRATS Tumour
MSD Challenge
MSD Colon Cancer
MSD Lung Tumour
MSD Spleen
MSD Task01
MSD-Brain
Multi-Site Prostate MRI dataset
Multiple Sclerosis
Neub1 → Neub2
Neub2 → Neub1
NPC-170
OASIS-3
OCTA500 → ROSE
OD/OC
ODIR
OIMHS
OOMLM
OOMLN
organoid dataset
Pancreas (1)
Pancreas CT
Pancreas Tumor MRI
Pancreas-CT
Parse22
Pelvic
PET Lateral Ventricle
PETS-5k
Piccolo
Polyp Endoscopy
Polyp-A
Polyp-C
Polyp-D
PolypGen
ProG
Prostate segmentation
Prostate158
PUMA
QUBIQ
Radiotherapy Target Dataset
Rationale Dataset
REFUGE val
REFUGE2
RESC
Retinal Fundus
RIF
ROAD
ROSE
ROSE → OCTA500
RSNA Pneumonia
RUNMC
RVS
SacrumFrac
Sarcoma MRI
SCR_S^25%
Semicol
Site A
Site B
Site C
Site D
SKI10
Skin RGB Image
Sliver07
SS T
StructSeg H&N
StructSeg Tho
STS
SurgBlood
Synapse Multi-Organ CT dataset
Synapse Multi-Organ Segmentation Dataset
Synapse-CT
SZ-CXR
T1/T2 weighted MRI (BraTS 2023)
TCIA
TG3K
Thyroid Nodule
ToothFairy
TopCoW binary
TopCoW multi-class
TotalSegmentator (MRI)
Totalsegmentator MRI
TractoInferno
Ts-v2 (117)
TYRE
U-MRG-14K
UBIRIS
UCL
Uterus
UWaterloo
VM15
VM22
VM23
VOCSeg
volumetric electron microscopy dataset
VPP S. Pombe cellular cryo-ET dataset
WBC
Wet AMD
WIRE
WORD (16)
XCAD
XCAV