Semantic Segmentation
التقسيم الدلالي هو مهمة في مجال رؤية الحاسوب تهدف إلى تصنيف كل بكسل في الصورة إلى فئة أو كائن محدد. هدفها إنتاج خريطة تقسيم بكسلية كثيفة حيث يتم تعيين كل بكسل إلى فئة أو كائن معين. لهذه المهمة قيمة تطبيقية كبيرة في مجالات مثل القيادة الذاتية وتحليل الصور الطبية، وتُقيم عادة باستخدام مقاييس مثل متوسط تقاطع على الاتحاد (Mean IoU) ودقة البكسل (Pixel Accuracy).
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)