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Segmentation
Découpage d'une image en régions sémantiquement significatives au niveau du pixel, incluant la segmentation sémantique, par instance et panoptique.
Classement
100 modèles au total
Benchmarks
CityScapes
ADE20k
Cityscapes val
SERNet-Former
PASCAL VOC 2012
PASCAL VOC
ADE20K val
ResNeSt-200
COCO
COCO-Stuff
PASCAL-Context
PASCAL Context
Cityscapes test
CASENet
S3DIS Area5
PointNet
LEVIR-CD
ACDC
COCO Object
COCO Stuff
COCO test-dev
Mask DINO (single scale)
Pascal Context59
ADE20k-150
COCO-Object
breakfast
TW-FINCH (K=avg/activity)
Pascal VOC20
BDD100k
RefCOCO
DensePASS
Mapillary
Vaihingen
VOC
COCO 2014 val
MARS (ResNet-101, multi-stage)
BDD100K val
VLTSeg
CAMO
LoveDA
RefCOCO+
PASCAL-5^i
tusimple
COCO-Stuff-27
FSS-1000
PASCAL-VOC
Potsdam
iSAID
MCubeS
Pascal-Context-59
DUTS-TE
KVASIR
Stanford2D3D-Panoramic
COCO-20^i
S3DIS
CamVid
PC-459
RefCOCOg
COCO val2017
50-salads
ASRF
DADA-seg
MMUDA
gtea
LaRS
KNet (Swin-T)
PASCAL VOC 2012 val
EfficientNet-L2+NAS-FPN (single scale test, with self-training)
PC-59
COCO minival
OpenSeeD (SwinL, single-scale)
Deepglobe
DeLiVER
GeminiFusion
DUT-OMRON
BiRefNet (DUTS, HRSOD, UHRSD)
PST900
VOC20
A-847
KITTI-360
PascalVOC-20
SYNTHIA→Cityscapes
WHU-CD
COD10K
ADE20K-847
Deep Indices
7x7 dense-morphological + ibf + sprb
DIS-VD
MVANet
ECSSD
a2d-sentences
ACGA
COCO-Obj
DeLiVER
DIS-TE3
DIS-TE4
InSPyReNet
RGB-T-Glass-Segmentation
RGB-T-Glass-Segmentation
A-150
DIS-TE1
DIS-TE2
PAS-20
PerSeg
COCO-Stuff test
GTA→Cityscapes
HKU-IS
ISIC
Mapillary val
AO-SegNet
ochuman
Pose2Seg (plus ground-truth keypoints)
Trans10k
VOC 2012
VOC21
BUSI
Context59
Mapillary Vistas
Pascal VOC21
BDD-100K
Chest X-Ray
ClevrTex
Dark Zurich
J-HMDB
SgMg (Video-Swin-B)
Pascal-5i
PASCAL-S
COCO-Stuff-171
TTD (TCL)
GTAV
HRSOD
NYUv2
Semantic3D
Feature Geometric Net
SYNTHIA
CHAME
Dark Zurich
DANNet
DDD17
GTA→CS
IDD
PASCAL Context-59
Pascal Context60
wildfire test set
CurveLanes
DSEC
DSIFN-CD
FMB Dataset
MMSFormer (RGB-Infrared)
ISIC16
MS COCO
nuScenes
UAVid
COCO-20i
COCO-Stuff 164K
Context60
LIP val
SOLIDER
MS COCO 2014
Nighttime Driving
Refign (HRDA)
PASCAL Context-459
ScanNet
ZJU-RGB-P
ShareCMP (B4 RGB-FP)
ADE-847
BDD
COD
DarkZurich
eventscape
GTAV-to-Cityscapes Labels
NC4K
nyu-depth-v2
SmokeSeg
VDD
COCO 2017 val
CIM + Mask R-CNN
DAVIS-S
GTAv→Cityscapes
KINS
KITTI
MFNet
PASCAL-Part
Potsdam
SUIM
UHRSD
us3d
ADE
ADE-150
CITY
CoSal2015
GICD
CoSOD3k
CoEG-Net
ImageNet-Segmentation
NYUD-v2
STUFF
SUN RGB-D
SYSU-CD
VOC 2012 val
Cityscapes→ACDC
FoodSeg103
GCG
Hypersim
LLAMAS
CLRNet (DLA-34)
PAS-21
Pascal Context-459
Replica
SpectralWaste
WHU Building Dataset
SRC-Net
CoCA
GCoNet+
COCO-Panoptic
COCO-Things
kvasir-SEG
LLRGBD-synthetic
SMMCL (SegNeXt-B)
MCubeS (P)
ShareCMP (B2 RGB-A-D)
PartImageNet
Potsdam-3
SegTrack-v2
SemanticKITTI
SODA
SYN→CS
SynPASS
UPLight
ShareCMP (B2 RGB-FP)
ApolloScape
ERFNet-IntRA-KD (ours)
COCO panoptic val2017
fbms-59
RCF (with Post-Processing)
GTA5
HKCoral
levir
MAS3K
NYUDv2
PACO-Part
PanNuke
Pascal VOC-20
SECOND
SELMA
CMX
Stanford 2D-3D-S
VOC2012
xBD
COCO-20
COCO-20i (2-way 1-shot)
Label Anything (Vit-B/16-SAM)
COCO-Stf
COCO-Stuff164k
COCO-Tasks
Crack500
D2SA
DeepCrack
Event-based Segmentation Dataset
Bimodal SegNet
GAMUS
TIMF
JIGSAWS
JSRT
LVIS-92
LVIS-92i
MFNet-T
MoNuSeg
Noisy RS RGB-T Dataset
CMNeXt (B4)
OpenEarthMap
OSCD - 13ch
FC-Siam-Diff
PAS-20^b
Pascal VOC 20
Pascal VOC2012
Pascal-Part-108
Pascal-Part-201
Pascal-Part-58
PascalVOC
RUGD
SCUT-Seg
Stanford2D3D - RGBD
ADE20K training-free zero-shot segmentation
COSMOS ViT-B/16
AI For Mankind
AVSBench
CDD Dataset (season-varying)
chameleon-1
ZoomNeXt-PVTv2-B4
COCOStuff
Crello
DUTS
EndoVis2017
FLAIR (French Land cover from Aerospace ImageRy)
Ensemble-04 MiT-0 MiT-1 RNX-1 RNX-2
G-Ref
IPS
KP day-night
HAPNet
LVIS
MS COCO 2017
MSD (Mirror Segmentation Dataset)
NYU Depth v2
PMD
SAM2-UNet
RELLIS-3D
s2looking
SatlasPretrain
scannetv2
OneFormer3D
Stanford 2D3DS
SYN70K
Synthetic Bathing Perception
Toronto-3D L002
EyeNet
UAV
UDD5
ACDC-night
ACDC-night-test
ADE150
ADE20K-Part-234
AVSS
BSDS-A
CASIA-HWDB
CC3M-TagMask
CelebAMask-HQ
Citys
Cityscapes→DarkZurich
COCO 2017
COCO-A
COCO-Stuff-164K
COCO-Stuff-81
CAUSE-TR (ViT-S/8)
COCO val (panoptic labels)
COCOStuff-27
CPM-17
CPM17
CrackVision12K
Hybrid-Segmentor
CS→ACDC
CTW1500
D^4LA
DocLayNet
FBP (CR)
FBP (CS)
FinTabNet
FishBowl
FLAIR
FLAIR (CR)
FloodNet
FLS
FMB
GoogleGZ-CD
HANet
Hi-UCD mini
HJDataset
ICDAR2015
ImageNet segmentation
Indian Driving Dataset
EfficientPS
ISPRS Potsdam
KITTI Panoptic Segmentation
EfficientPS
KolektorSDD2
LaPa
LVIS-92^i
M^6Doc
MADOS
Mango Flowering Image Dataset
Map
MSRA-TD500
MTSD
Nighttime Driving
NJU2K
NJU2K Depth
Object
Okutama Drone and Swiss Drone Dataset
OSCD - 3ch
P-R
PaIR-1
PaIR-2
PASCAL
Pascal Augmented
PASCAL CON-TEXT 59
Pascal-5_i
Pascal-Part-116
PascalVOC 2012
PASTIS
PASTIS-HD
PC59
PC60
PubLayNet
PubTabNet
ReasonSeg
RefCOCOm
RIO
RMAS
MAS-SAM
RockFrag
SAILVOS
ScanNet++
SCUT-HCCDoc
Shelf&Tote Training Dataset
GENESIS-V2
SOD
SUN-RGBD
TableBank-latex
TableBank-word
THUD Robotic Dataset
SA-Gate
Total-Text
V20
VT1K
VT1K-T
A150
A847
ACDC-fog
ACDC-rain
ACDC-snow
ACDCnight-val
ADE20K-857
AIR-PV
All-day CityScapes
AquaOV255
BDD100K-night
BDD100K-Night val
BTAD
C2S-SAR
C459
C59
C60
CEMS-W
UPerNet (RN50)
CHAMELEON
Cityscapes-c
COCO-SAM
COCO-Stuff-3
COCO-Stuff10k
coco-val2017
U2Seg
COCOA cls
COCOA-cls
CS→DZur
Ctx59
Ctx60
CUBper
dacl10k v1 testdev
DUT-Seg
ETCI-Flood
FBP
Five-Billion-Pixels (Cross-Regional)
Five-Billion-Pixels (Cross-sensor)
FLAIR (Cross-Regional)
FLAIR-HUB
FLAIR#2
Freiburg Thermal
GDD
GF1-WHU
GLH-Water
GLVM-Post
HSI-Drive v2.0
RU-Net
HyKo2-VIS
Hyperspectral City
Inria Aerial
ISIC2018
ISPRS Vaihingen
JHMDB
JL-16
KITTI-STEP
ReCo+
Kumar
m-cashew-plantation
m-chesapeake-landcover
m-NeonTree
m-nz-cattle
m-pv4ger-seg
m-SA-crop-type
MoCA-Mask
MS-COCO
MSRS
MUSES: MUlti-SEnsor Semantic perception dataset
NightCity
NightCity val
NightCity-fne val
NYU Depthv2
NYU-V2
OAM-TCD
OoDIS
P-459
P-59
Pascal-VOC 2012
PascalVOC-20b
FC-CLIP
PAVE
QuickQuake Buildings
RADIal
RefCoCo val
RefDIOR
RRSIS-D
SA-1B
SBU
ScanNet-40
SNEMI3D
SOS
Stanford2D3D
Stanford2D3D Panoramic
Stanford2D3D Panoramic - RGBD
SUN-RGBD-37
US3D
HRNet-48
USIS10K
USIS16K
VOC12
VSPW
WHU
WoodScape
ACDC-19
ACDC-41
ACDC-all
ADE 2016
ADE20K val
ADE847
ADEper
ai-tod
Unet++(ResNet-50)
AMOS
BCSS
BDD-19
BDD-41
BTCV
Caltech Lanes Cordova
Caltech Lanes Washington
VPGNet
Camouflaged Animal Dataset
ZoomNeXt-PVTv2-B5
CBSC
CBSC-SKY
CBSC-SS
CHDAC-2022
CholecSeg8K
CityScape
Cityscapes-to-ACDC
CNAM-CD
COCO 2014
COCO Panoptic Segmentation
COCO-20_i
COCO-stuf
COCO-Stuff 10K
COIFT
ColonDB
CrackMap
CUB
CUB-Part
CUHK
CVC-300
CVC-ClinicDB
Dark Zurich-val
DIS
DIS5K
DLRSD
Drive
DSEC-Semantic
DUTS-test
Pyramid Feature Attention
Dv-19
Dv-58
DynamicEarthNet-Sentinel2
EndoVis2018
FloorplanCAD
Foggy Driving
Foggy Zurich
FrISS-QD
FrISS-SKY
FrISS-SS
FSSper
GranDf
GTA-to-Cityscapes
GTA→Cityscapes, IDD
HePIC
HERA RFI Detection
HOT-Annotated
HOT-Generated
HQ datasets
HRSID-Inshore
HuTu 80
UNetR
iCoSeg
IIIT-AR-13K
iSAID-5^t
ISIC17
ISIC18
ISTD
kvasir-instrument
U-Net
LERF
LEVIR-CD - 10% labeled data
LEVIR-CD - 20% labeled data
LEVIR-CD - 40% labeled data
C2F-SemiCD
LEVIR-CD - 5% labeled data
LIDC-IDRI
LOFAR RFI Detection
Nearest Latent Neighbours
LUAD
Maize2024
Mapi-19
Mapi-30
MESS
MMR
movienet
NeighborNet
MP3D
MS-COCO 2014
MS-Lesion
MS3
MUSES
NightCity-fine
NWPU VHR-10
Occ3D
OCT1600
OCTA500
OpenBench
OpenLane-V2
OpenSurfaces
OVAS-25
OVCamo
PartImageNet (OOD)
PARTONOMY-Core
PAS-20b
PASCAL AUG
Pascal blender
Pascal classic
Pascal Context 59
PASCAL VOC 2012 augmented
PASCAL VOC 2012 blender
PASCAL VOC 2012 classic
Pascal VOC Original
PASCAL Context-60
TRIDENT
polypgen
Potsdam-RGB
R-RefCOCO
R-RefCOCO+
R-RefCOCOg
Ref-ZOM
RISBench
RW-10
RWTD
Satellite
ScanNet-20
SCUT-CAB
SCUT-CAB-logical
SCUT-CAB-physical
SCUTSEG
SegMunich
SSCBench-KITTI360
STMD
SUIM-100
SUNRGB-D
ThinObject
TUT
UCF
UCHSDB
UIIS
WaterMask RCNN
unknown
UruDendro
CS-TRD
WALT
WALTNET
Waymo Open Dataset
Waymo-BEV
WebUI
WHU - 20% labeled data
WHU - 40% labeled data
C2F-SemiCD
WildPASS
Youtube INRIA Instructional
TSA (FINCH)
360_v2
50salads
EUT
A2B
ACDC Rainy
ACDC test
ACDC (Adverse Conditions Dataset with Correspondences)
Segmenter ViT-S/16
ACDC-fog-test
ACDC-POC
ACDC-rain-test
ACDC-snow-test
ACG Benchmark
ADE COCO-Stf.
ADE-Bed
ADE20K RAW
ADE20K Speech & Sound Prompted
ADE20K→COCO
ADEfull
Adverse Condition
AI4Farms
aid
AIR-PolSAR-Seg
Antakya
ARCH2S
BIM-Net
ArchCAD-400k
aRefCOCO
Argoverse
Argoverse2
ARTNetDataset
ATLANTIS
Erfani et al.
AV2
AV2*
AVSBench-Objects
AVSBench-Semantics
AVSS-binary
B
BCI
BD
BD3
BDD100K (C-Driving)
Benchmark dataset
BIG
blade segmentation
BlendPASS
Boulder
BRCA
Bridge2025
bsds500
RCN
BurnSr
C
C2D
CamCrack789
CARRADA
CARRADA-RAC
CASIAv1
CASIAv2
CASID
CHASEDB1
CHUAC
CIHP
Cityscape-171
PACL
Cityscapes → Foggy Cityscapes
Cityscapes → Mapillary Vistas
Cityscapes 3D
Cityscapes-DVPS
Cityscapes VIPriors subset
EfficientSeg
Cleargrasp (Novel)
Cloud-S2
Cloud-S3
COCO val
COCO-20^i → Pascal-5^i
COCO-All
COCO-Interactive
COCO-Stuff val
COCO-to-VOC
COCO→ADE20K
COCO→Cityscapes
COCOA
COCONut
COCOObject
CollageLayout
Columbia
CoMoFoD
ConeQuest
CoNSeP
CoPeD
CosmicManHQ
CRAG
Crater Binary
Crater Multi
CryoNuSeg
CS→DZ
CTM-SS
CUB$^{\text{per}}$ ($K=5$)
CVC-ColonDB
CVOGL-Seg
CVPG-Pano
Dacl10k
dacl10k v1 testfinal
FPN EfficientNet-B4
DALES
SuperCluster
DASS
DAVIS585
DCA1
DDD17-Seg
DDHR-CH
DDHR-SK
Degraded-COCO
Degraded-Pascal
DeLiVER test
DEN
DERS-XR
DERS-XS
DFC2020
DFC2020-S1
DFC2020-S2
DGSS
DIS25k
DOTA 1.0
DSEC Night-Point
DSEC-Xtrm
DualXrayBench
Dyna.-MM
DZ
Ego-Exo4D
egtea
Endetect
EndoVis
EndoVis'17
EndoVis'18 Parts
EndoVis'18 Tools
EORSSD
ETIS
EXPo
FAST
FD
Fields of The World (FTW)
FLAIR #1
FLAME
Fast DeepLabV3+
Flickr-Landscapes
Flood-S1
FloorPlan8K
Foggy Cityscapes
FrISS
FSS-1000 (5-shot)
EfficientLab + PRN
FUSU-4k
FZ
GaoFen-2 mangrove dataset
GAPs384
Geo-Bench
GranD-f
gRefCOCO
Grounded Conversation Generation
GSD
GSD-S
GTA-V
GTA5 → C-Driving
HLS Burn Scars (HLS)
HQ-YTVIS
i
IDD-AW
ImageNet-S
ImageNet-Seg
IMD2020
In the Wild
India Dataset
India Driving Dataset
CenterPoly
IRSTD-1k
iSAID-5^i
iSALD-5^i
Islahiye
K-Lane
LLDN-GFC
K2B
kinetics-400
CASTANET+ Ensemble
L
L&F
LAFT
LandCover.ai
LC100Seg-S3
LERF-Mask
LIP
lits17
label-free
LOKI
LoveDA (Cross-Style)
LVOS-v1
LVOS-v2
M
M3ED-Semantic
ManipalUAVid
UVid-Net
MARIDA
Massachusetts
Massachusetts Roads Dataset
RSM-SS
MaSTr1325
MDvsFA
MGSC
Mila Simulated Floods
MIS
MISD
MIXEDPARTS
MixedWM38
WaferSegClassNet
MMLS
MMMU
Mosaics UCSD
MOSCATO-CMU
MOSCATO-EgoPER
MOTS
MOVi-C
MOVi-D
MOVi-E
MPII Cooking 2 Dataset
Unsup. TW-FINCH (K=avg/activity)
MSD Heart
MSRA-B
MUAD
Multi-Round PACO (w/ LVIS)
MVSS
MVTec AD
MVTec-AD
ND
NUAA-SIRST
NUDT-SIRST
NYUD
OCID
OEM-thick
OEM-thin
OnDA
OpenEarthMap (Cross-Continent)
OpenSatMap20
ORSIs-4199
ORSSD
P
P(i)2Res
P(r)2Res
P2V
P59
P59-C
P60
P60-C
Panoptic COCO-val
Panoptic nuScenes test
(AF)2-S3Net + CenterPoint
Panoptic nuScenes val
PartAttrCUB
PartAttrImageNet
PartImageNet → Pascal-Part-116
PAS-CAL VOC 2012
Pascal Context 60
Pascal VOC 21
PASCAL VOC12
Pascal-C
PASCAL Context val
DHR (Swin-L, Mask2Former)
PASCAL VOC 2012
PASTIS-R
Early Fusion
PC459
PC59-OV
PerMIS
PhraseCut
PIDray
PIE-clean
PIE-cloud
PIXray
PKU2
Potsdam&Vaihingen (Cross Spectral Band)
PRIST
Quebec Plantations
R2U
RainCityscapes
Rainy WCity
Ref-AVS Bench
RefCOCO val / COCO
RefCOCO-g
RefCOCO+ test B
RefCOCO testA
RefCOCO+ testA
RefCOCO testB
RefCOCOg-test
RefCOCOg-val
VATEX
RefCOCOs
RefSegRS
RELLIS-3DC
ReplicaSLAM
RGB-P
RichHF-18K
RIS-LAD
RS-GCG
RSIS
RUG-REL-Common
S
S4
SBL
ScanNet++
ScanObjectNN
SD
SemLayer-Completion
Sen1Fl11
Sen1Floods11
SIRST
SN7
SpaceNet 6
SpaceNet 8
SPARCS (Landsat-8)
SpelkeBench
Standford2D3DS
SUN360E
SWIMSEG
SWINSEG
SWINySEG
ACLNet
SYNTHIA → Cityscapes
SYNTHIA → Mapillary Vistas
Synthia→CS
SynthScars
TCGA (bile-duct)
TCGA (testis)
TCGA (thyroid)
TG-Test
TNBC
TOD
Trans10K-v2
TROSD
Turkana Integrated Settlement
tvtLane
TWDS16
U2R
UAVidimg
UCL
URUR
USC12K
V
V1M
V1S
V20-C
V21
V21-C
V2P
Vietnam Dataset (AI4SmallFarms)
Vistas
VL-CMU-CD
VPO
WAFFLE
WaterScenes
Achelous-FV-RDF-S2
Waymo
Web-Material
WHDLD
WHU - 10% labeled data
WHU - 5% labeled data
WHU-OHS (Cross-Regional)
WHU-OPT-SAR (Optical+SAR)
WHU^SAT.II
XCAD
XSeg
ZeroWaste-f