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Segmentation
Partitioning an image into semantically meaningful regions at the pixel level, including semantic, instance, and panoptic segmentation.
Leaderboard
100 models total
Benchmarks
CityScapes
SPFNet34M
ADE20k
PosSAM
PASCAL-Context
SenFormer (Swin-L)
PASCAL-VOC
SegCLIP
PAS-CAL VOC 2012
Cityscapes val
SERNet-Former
COCO-Stuff
Deeplab v2
ADE20K val
ResNeSt-200
COCO
PASCAL CON-TEXT 59
HyperSeg
COCO-Object
TagAlign
Pascal VOC-20
Cityscapes test
CASENet
S3DIS Area5
PointNet
BDD-100K
Pascal-5i
LEVIR-CD
ChangeCLIP
ACDC
COCO test-dev
Mask DINO (single scale)
ADE20k-150
CAT-Seg
COCO-20i
Breakfast
TW-FINCH (K=avg/activity)
Dark Zurich
DANNet
RefCOCO
DensePASS
Trans4PASS (multi-scale)
Mapillary
Vaihingen
VOC
COCO 2014 val
MARS (ResNet-101, multi-stage)
COCO-Stuff-27
DiffSeg (512)
BDD100K val
VLTSeg
CAMO
SINetV2
LoveDA
RefCOCO+
Stanford2D3D-Panoramic
Trans4PASS+ (Supervised + Small + MS)
TuSimple
FSS-1000
Potsdam
iSAID
SegNeXt-L
MCubeS
StitchFusion (RGB-A-D-N)
DUTS-TE
UCNet-CVAE
Kvasir
COCO-val2017
U2Seg
PC-459
RefCOCO-g
S3DIS
DeepViewAgg
CamVID
SERNet-Former
PC-59
50-Salads
ASRF
A-847
DADA-seg
MMUDA
GTEA
LaRS
KNet (Swin-T)
PASCAL VOC 2012 val
EfficientNet-L2+NAS-FPN (single scale test, with self-training)
VOC 2012
COCO minival
OpenSeeD (SwinL, single-scale)
Deepglobe
DeLiVER
GeminiFusion
DUT-OMRON
BiRefNet (DUTS, HRSOD, UHRSD)
PST900
SHIFNet
SYNTHIA → Cityscapes
VOC20
KITTI-360
CMX (RGB-Depth)
WHU-CD
CLAFA-LWGANet L2
A-150
COD10K
ADE20K-847
Mask-Adapter
COCO-Stuff 164K
Deep Indices
7x7 dense-morphological + ibf + sprb
DIS-VD
MVANet
ECSSD
BASNet
A2D-Sentences
ACGA
COCO-Obj
DeLiVER
GeminiFusion
DIS-TE3
DIS-TE4
InSPyReNet
PASCAL Context-459
RGB-T-Glass-Segmentation
RGB-T-Glass-Segmentation
DIS-TE1
DIS-TE2
PAS-20
PerSeg
P^2SAM
COCO-Stuff test
GTA→Cityscapes
HKU-IS
LDF(ours)
ISIC
J-HMDB
SgMg (Video-Swin-B)
Mapillary val
AO-SegNet
NYU-Depth V2
OCHuman
Pose2Seg (plus ground-truth keypoints)
Pascal VOC 21
Trans10k
Trans4Trans (M)
VOC21
BUSI
Context59
Mapillary Vistas
NYU-v2
PASCAL Context-60
TRIDENT
Chest X-Ray
ClevrTex
AST
GTA-V
MS-COCO
Nighttime Driving
Refign (HRDA)
NYUD-v2
PASCAL-S
Pyramid Feature Attention
COCO-Stuff-171
TTD (TCL)
HRSOD
BiRefNet (HRSOD, UHRSD)
Semantic3D
Feature Geometric Net
SUN RGB-D
SYNTHIA
CGA-Net
CHAME
DDD17
GTA→CS
IDD
MS COCO-2014
wildfire test set
ADE-150
ADE-847
CurveLanes
DSEC
CMNeXt
DSIFN-CD
DDPM-CD
FMB Dataset
MMSFormer (RGB-Infrared)
ImageNet-Segmentation
ISIC-16
nuScenes
TraDeS
UAVid
Context60
LIP val
SOLIDER
ScanNet
LGKD
ZJU-RGB-P
ShareCMP (B4 RGB-FP)
BDD
FasterSeg
COD
BiRefNet
EventScape
GTAV-to-Cityscapes Labels
NC4K
SmokeSeg
Stanford 2D-3D-S
VDD
SegFormer-B2
COCO 2017 val
CIM + Mask R-CNN
DAVIS-S
GTAv→Cityscapes
KINS
BCNet
KITTI
MFNet
PASCAL-Part
Potsdam
SUIM
DatUS (ViT-B/8) + OC
UHRSD
US3D
ADE
CITY
CoSal2015
GICD
CoSOD3k
CoEG-Net
LVIS-92i
STUFF
SYSU-CD
VOC 2012 val
Cityscapes→ACDC
FoodSeg103
FoodSAM
GCG
Hyper-Sim
LLAMAS
CLRNet (DLA-34)
PAS-21
Replica
LabelMaker
SpectralWaste
CMX (RGB-HYPER)
WHU Building Dataset
SRC-Net
CoCA
GCoNet+
COCO-Panoptic
VAN-B6*
COCO-THINGS
CPM-17
Kvasir-SEG
SSFormer-S + PRN
LLRGBD-synthetic
SMMCL (SegNeXt-B)
MCubeS (P)
ShareCMP (B2 RGB-A-D)
PartImageNet
PAS-20b
Potsdam-3
PriMaPs-EM+HP (DINO ViT-B/8)
SCUT-Seg
SegTrack-v2
Semantic KITTI
P3Former
SODA
SYN→CS
SynPASS
Trans4PASS+
UPLight
ShareCMP (B2 RGB-FP)
ApolloScape
ERFNet-IntRA-KD (ours)
COCO panoptic val2017
FBMS-59
RCF (with Post-Processing)
GTA5
HKCoral
LEVIR
MAS3K
PACO-Part
PanNuke
LKCell
SECOND
ChangeMamba
SELMA
CMX
xBD
COCO-20
COCO-20i (2-way 1-shot)
Label Anything (Vit-B/16-SAM)
COCO-Stf
COCO-Tasks
COCOA-cls
Crack500
D2SA
DeepCrack
Event-based Segmentation Dataset
Bimodal SegNet
GAMUS
TIMF
JIGSAWS
JSRT
LVIS-92
MFNet-T
MoNuSeg
Noisy RS RGB-T Dataset
CMNeXt (B4)
OpenEarthMap
OSCD - 13ch
FC-Siam-Diff
Pascal-Part-108
Pascal-Part-201
Pascal-Part-58
RUGD
GA-Nav
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
COCO-A
COCO-Stuff 10K
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)
PMD
SAM2-UNet
RELLIS-3D
S2Looking
SatlasPretrain
ScanNetV2
OneFormer3D
SYN70K
Synthetic Bathing Perception
Toronto-3D L002
EyeNet
UAV
UDD5
ACDC-night
ACDC-night-test
ADE20K-Part-234
AVSS
BSDS-A
CASIA-HWDB
CC3M-TagMask
CelebAMask-HQ
Citys
Cityscapes→DarkZurich
COCO-2017
COCO-Stuff-81
CAUSE-TR (ViT-S/8)
COCO val (panoptic labels)
CrackVision12K
Hybrid-Segmentor
CS→ACDC
CTW1500
D4LA
DocLayNet
FBP (CR)
FBP (CS)
FinTabNet
FishBowl
FLAIR
FLAIR (CR)
FloodNet
FLS
FMB
GoogleGZ-CD
HANet
Hi-UCD mini
HJDataset
ICDAR 2015
Indian Driving Dataset
EfficientPS
ISPRS Potsdam
KITTI Panoptic Segmentation
EfficientPS
KolektorSDD2
LaPa
M6Doc
MADOS
Mango flowering image dataset
Map
MSRA-TD500
MTSD
NJU2K
NJU2K Depth
object
Okutama Drone and Swiss Drone Dataset
OSCD - 3ch
P-59
P-R
PaIR-1
PaIR-2
PASCAL
Pascal Augmented
Pascal-Part-116
PASTIS
PASTIS-HD
PC60
PubLayNet
PubTabNet
ReasonSeg
RefCOCOm
RIO
RMAS
MAS-SAM
RockFrag
SAIL-VOS
ScanNet++
SCUT-HCCDoc
Shelf&Tote Training Dataset
GENESIS-V2
SOD
PoolNet (VGG-16)
TableBank-latex
TableBank-word
THUD Robotic Dataset
SA-Gate
Total-Text
V20
VT1K
VT1K-T
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
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
GranD-f
HSI-Drive v2.0
RU-Net
HyKo2-VIS
Hyperspectral City
Inria Aerial
ISIC-2018
ISPRS Vaihingen
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
MSRS
MUSES: MUlti-SEnsor Semantic perception dataset
NightCity
NightCity val
NightCity-fne val
OAM-TCD
OoDIS
P-459
PascalVOC-20b
FC-CLIP
PAVE
QuickQuake Buildings
RADIal
RefCoCo val
RefDIOR
RRSIS-D
SA-1B
SBU
ScanNet-40
SNEMI3D
SOS
Stanford 2D-3D
Stanford2D3D Panoramic - RGBD
SUN-RGBD-37
US3D
HRNet-48
USIS10K
USIS16K
VOC12
VSPW
WHU
WoodScape
ACDC-19
ACDC-41
ACDC-all
ADE 2016
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 Panoptic Segmentation
COCO-2014
COCO-stuf
COIFT
ColonDB
CrackMap
CUB
CUB-Part
CUHK
CVC-300
CVC-Clinic DB
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
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-Lesion
MS3
MUSES
MVTec-AD
NightCity-fine
NWPU VHR-10
Occ3D
OCT1600
OCTA500
OpenBench
OpenLane-V2
TopoLogic
OpenSurfaces
OVAS-25
OVCamo
PartImageNet OOD
PARTONOMY-Core
PASCAL AUG
Pascal blender
Pascal classic
PASCAL VOC 2012 augmented
PASCAL VOC 2012 blender
PASCAL VOC 2012 classic
Pascal VOC Original
PolypGen
Potsdam-RGB
R-RefCOCO
R-RefCOCO+
R-RefCOCOg
Ref-ZOM
RefCOCO+ test B
RISBench
RW-10
RWTD
Satellite
ScanNet-20
SCUT-CAB
SCUT-CAB-logical
SCUT-CAB-physical
SegMunich
SSCBench-KITTI-360
STMD
SUIM-100
ThinObject
TUT
UCF
UCHSDB
UIIS
WaterMask RCNN
unknown
UruDendro
CS-TRD
WALT
WALTNET
Waymo-BEV
Waymo Open Dataset
WebUI
WHU - 20% labeled data
WHU - 40% labeled data
C2F-SemiCD
WildPASS
Youtube INRIA Instructional
TSA (FINCH)
360v2
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
Argoverse 2
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
Casia V1+
CASIAv2
CASID
CHASE-DB1
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-20^i → Pascal-5^i
COCO-All
COCO-Interactive
COCO-Stuff val
COCO-to-VOC
COCO-Val
COCO→ADE20K
COCO→Cityscapes
COCONut
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
DAVIS-585
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
gRefCOCO
Grounded Conversation Generation
GSD
GSD-S
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
MM MU
MMLS
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
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-C
P60
P60-C
Panoptic COCO-val
Panoptic nuScenes test
(AF)2-S3Net + CenterPoint
Panoptic nuScenes val
PartAttrCUB
PartAttrImageNet
PartImageNet → Pascal-Part-116
PASCAL VOC12
Pascal-C
PASCAL Context val
DHR (Swin-L, Mask2Former)
PASTIS-R
Early Fusion
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 testA
RefCOCO+ testA
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 → 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