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语义分割

语义分割是计算机视觉中的一个重要任务,旨在对图像中的每个像素进行分类,将其归入特定的类别或对象。该任务的目标是生成图像的密集像素级分割图,通过均交并比(Mean IoU)和像素准确率等指标评估模型性能。语义分割在自动驾驶、医疗影像分析等领域具有重要应用价值。

排行榜

共计 26 个模型

基准测试

BDD100K val
VLTSeg
ADE20K
BEiT-3
NYU Depth v2
Cityscapes test
VLTSeg
ADE20K val
Cityscapes val
SERNet-Former
PASCAL Context
PASCAL VOC 2012 test
SUN-RGBD
DensePASS
S3DIS Area5
PointNet
PASCAL VOC 2012 val
S3DIS
DeepViewAgg
ScanNet
DeLiVER
DADA-seg
MCubeS
Stanford2D3D Panoramic
CamVid
SERNet-Former
ImageNet-S
COCO-Stuff test
iSAID
LaRS
ISPRS Potsdam
KITTI-360
LoveDA
FMB Dataset
LIP val
ZJU-RGB-P
UrbanLF
Semantic3D
Trans10K
EventScape
ScanNetV2
ISPRS Vaihingen
LSKNet-S
US3D
Vaihingen
Nighttime Driving
Refign (HRDA)
BJRoad
DELIVER
SYN-UDTIRI
Potsdam
LLRGBD-synthetic
MCubeS (P)
SpectralWaste
UPLight
SpaceNet 1
UAVid
LSKNet-S
Dark Zurich
DANNet
DDD17
DSEC
Mapillary val
MS COCO
FoodSeg103
KITTI Semantic Segmentation
Pothole Mix
ACDC Scribbles
Stanford2D3D - RGBD
INRIA Aerial Image Labeling
SkyScapes-Dense
VDD
Porto
SynPASS
TLCGIS
Hypersim
GAMUS
FLAIR (French Land cover from Aerospace ImageRy)
BIG
Matterport3D
Okutama Drone and Swiss Drone Dataset
PETRAW
Structured3D
Event-based Segmentation Dataset
GTAV-to-Cityscapes Labels
Replica
CC3M-TagMask
Lombardia Sentinel-2 Image Time Series for Crop Mapping
Unet3D
THUD Robotic Dataset
CEMS-W
dacl10k v1 testdev
PASCAL VOC 2011 test
RELLIS-3D Dataset
SIFT-flow
SELMA
CMX
Synthetic Bathing Perception
Montgomery County X-ray Set
SYNTHIA-to-Cityscapes
DIVA-HisDB
U-Net
PASTIS
U-TAE
Potsdam
Stanford2D3D Panoramic - RGBD
SYNTHIA
US3D
38-Cloud
AI-TOD
ApolloScape
Cityscapes
Cleargrasp (Novel)
Endoscapes
Freiburg Forest
HePIC
HERA RFI Detection
LOFAR RFI Detection
MUSES: MUlti-SEnsor Semantic perception dataset
PASCAL VOC 2007
PH2
ShapeNet
SGPN
SkyScapes-Lane
SYNTHIA-CVPR’16
Graz-02
VOLO-D5
Kvasir-Instrument
U-Net
Toronto-3D L002
EyeNet
AIRS
ARCH2S
ATLANTIS
BDD
Cityscapes VIPriors subset
COCO-Stuff
COCO-Stuff-27
COCO-Stuff full
dacl10k v1 testfinal
DeLiVER test
DroneDeploy
Forward-Looking Sonar Marine Debris Datasets
FP4S
HAM10000
ISIC 2017
LandCover.ai
ManipalUAVid
Mila Simulated Floods
OpenEDS
PASCAL VOC
PASCAL VOC 2010 test
PASCAL VOC 2011
PASCAL VOC 2012
PASTIS-R
RUGD
SBCoseg
SWIMSEG
SWINSEG
SWINySEG
UTFPR-SBD3
uyfds
WildDash
MUSES
GTAV
SAR-AIRcraft-1.0
AID
AIR-PolSAR-Seg
Cam2BEV
uNetXST
Cityscapes 3D
CS13-DP13
DIOR
Indoor Pin2Pan
MixedWM38
WaferSegClassNet
MS3
Outdoor Pin2Pan
Outdoor Syn2Real
SemanticPOSS
SPin8-SPan8
STARE
U-Net
WHU-OPT-SAR (Optical+SAR)