Semantic Segmentation
语义分割是计算机视觉领域的一项任务,旨在将图像中的每个像素分类到特定的类别或对象中。其目标是生成图像的密集像素级分割图,每个像素都被分配到一个具体的类别或对象。该任务在自动驾驶、医疗影像分析等领域具有重要应用价值,通常使用平均交并比(Mean IoU)和像素准确率(Pixel Accuracy)等指标进行评估。
38-Cloud
Cloud-Net+
ACDC Scribbles
ScribFormer
ADE20K
ONE-PEACE
ADE20K val
SeMask (SeMask Swin-L MSFaPN-Mask2Former)
AI-TOD
Unet++(ResNet-50)
AIRS
ICT-Net
ApolloScape
ERFNet-IntRA-KD (ours)
ARCH2S
BIM-Net
ATLANTIS
Erfani et al.
BDD
FasterSeg
BDD100K val
SERNet-Former_v2
BIG
PSPNet + CascadePSP
BJRoad
Cam2BEV
uNetXST
CamVid
SERNet-Former
CC3M-TagMask
CEMS-W
UPerNet (RN50)
Cityscapes
SPFNet34M
Cityscapes 3D
Cityscapes test
VLTSeg
Cityscapes val
SERNet-Former
Cityscapes VIPriors subset
EfficientSeg
Cleargrasp (Novel)
Cleargrasp
MS COCO
COCO-Stuff
Deeplab v2
COCO-Stuff-27
DiffSeg (512)
COCO-Stuff full
SegFormer-B5 (Single Scale)
COCO-Stuff test
dacl10k v1 testdev
dacl10k v1 testfinal
FPN EfficientNet-B4
DADA-seg
MMUDA
Dark Zurich
Refign (HRDA)
DDD17
DELIVER
GeminiFusion
DeLiVER
CAFuser-CAA
DeLiVER test
DensePASS
Trans4PASS (multi-scale)
DIVA-HisDB
U-Net
DroneDeploy
DLv3+ (Xception65)
DSEC
CMNeXt
Endoscapes
MoCo V2 Surg SSL - DeepLabv3+ head
Event-based Segmentation Dataset
Bimodal SegNet
EventScape
FLAIR (French Land cover from Aerospace ImageRy)
Ensemble-04 MiT-0 MiT-1 RNX-1 RNX-2
FMB Dataset
MMSFormer (RGB-Infrared)
FoodSeg103
FoodSAM
Forward-Looking Sonar Marine Debris Datasets
Unet+RN34
FP4S
FP4S
Freiburg Forest
SSMA
GAMUS
TIMF
Graz-02
VOLO-D5
GTAV-to-Cityscapes Labels
HAM10000
MFSNet
HePIC
HERA RFI Detection
Hypersim
ImageNet-S
TEC (ViT-B/16, 224x224, SSL+FT, mmseg)
INRIA Aerial Image Labeling
UANet(PVT-V2-B2)
iSAID
SegNeXt-L
ISIC 2017
ISPRS Potsdam
AerialFormer-B
ISPRS Vaihingen
LSKNet-T
KITTI-360
CMX (RGB-Depth)
KITTI Semantic Segmentation
RPVNet [xu2021rpvnet]
Kvasir-Instrument
DoubleUNet
LandCover.ai
LaRS
KNet (Swin-T)
LIP val
SOLIDER
LLRGBD-synthetic
SMMCL (SegNeXt-B)
LOFAR RFI Detection
Nearest Latent Neighbours
Lombardia Sentinel-2 Image Time Series for Crop Mapping
UNet3D
LoveDA
UNetFormer
ManipalUAVid
UVid-Net
Mapillary val
AO-SegNet
Matterport3D
SFSS-MMSI (RGB+Depth)
MCubeS
StitchFusion (RGB-A-D-N)
MCubeS (P)
ShareCMP (B2 RGB-A-D)
Mila Simulated Floods
MixedWM38
WaferSegClassNet
Montgomery County X-ray Set
MUSES: MUlti-SEnsor Semantic perception dataset
Nighttime Driving
TADP
NYU Depth v2
DiffusionMMS (DAT++-S)
Okutama Drone and Swiss Drone Dataset
OpenEDS
RITnet
PASCAL Context
SenFormer (Swin-L)
PASCAL VOC
SegCLIP
PASCAL VOC 2007
GALDNet
PASCAL VOC 2010 test
PASCAL VOC 2011
PASCAL VOC 2011 test
Plugin network
PASCAL VOC 2012
PASCAL VOC 2012 test
WASPnet-CRF (ours)
PASCAL VOC 2012 val
EfficientNet-L2+NAS-FPN (single scale test, with self-training)
PASTIS
U-TAE
PASTIS-R
PETRAW
PH2
MobileUNETR
Porto
CMNeXt
Pothole Mix
HCMUS-CPS-DLU-Net
Potsdam
Potsdam
RELLIS-3D Dataset
GA-Nav
Replica
LabelMaker
RUGD
GA-Nav
S3DIS
Sonata + PTv3
S3DIS Area5
PointNet
SBCoseg
ScanNet
ScanNetV2
Floors are Flat
SELMA
CMX
Semantic3D
Feature Geometric Net
SemanticPOSS
ShapeNet
SGPN
SIFT-flow
RBE2E
SkyScapes-Dense
SkyScapes-Lane
SpaceNet 1
MAE+MTP(ViT-L)
SpectralWaste
CMX (RGB-HYPER)
Stanford2D3D Panoramic
Trans4PASS+ (Supervised + Small + MS)
Stanford2D3D Panoramic - RGBD
Stanford2D3D - RGBD
STARE
UNet
Structured3D
SUN-RGBD
GeminiFusion (Swin-Large)
SWIMSEG
SWINSEG
SWINySEG
ACLNet
SYN-UDTIRI
SynPASS
Trans4PASS+
Synthetic Bathing Perception
SYNTHIA
CGA-Net
SYNTHIA-CVPR’16
SSMA
SYNTHIA-to-Cityscapes
HRDA + PiPa
THUD Robotic Dataset
SA-Gate
TLCGIS
SA-Gate
Toronto-3D L002
EyeNet
Trans10K
Trans4Trans (M)
UAVid
LSKNet-S
UPLight
ShareCMP (B2 RGB-FP)
UrbanLF
CMNeXt (RGB-LF80)
US3D
US3D
HRNet-48
UTFPR-SBD3
EPYNET
uyfds
Vaihingen
VDD
Segformer-B2
WildDash
ZJU-RGB-P
ShareCMP (B4 RGB-FP)