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セマンティックセグメンテーション

セマンティックセグメンテーションは、コンピュータビジョンにおける重要なタスクで、画像の各ピクセルを特定のカテゴリや物体に分類することを目指しています。このタスクの目的は、密集したピクセルレベルのセグメンテーションマップを生成し、モデルの性能は通常、平均交叉率(Mean IoU)やピクセル精度などの指標で評価されます。セマンティックセグメンテーションは、自動運転や医療画像解析など、多くの分野で重要な応用価値を持っています。

リーダーボード

26 モデル 合計

ベンチマーク

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)