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).
ADE20K
FD-SwinV2-G
NYU Depth v2
ICM
Cityscapes test
ViT-Adapter-L (Mask2Former, BEiT pretrain)
Cityscapes val
SegFormer (MiT-B5, Mapillary)
ADE20K val
ResNeSt-200
PASCAL Context
SenFormer (Swin-L)
S3DIS Area5
PointNet
S3DIS
DeepViewAgg
PASCAL VOC 2012 test
DeepLabv3+ (Xception-JFT)
ScanNet
SUN-RGBD
DFormer-L
DensePASS
Trans4PASS (multi-scale)
PASCAL VOC 2012 val
DeepLabV3+ (ResNet-101)
DADA-seg
MMUDA
DeLiVER
GeminiFusion
Stanford2D3D Panoramic
Trans4PASS+ (Supervised + Small + MS)
BDD100K val
DSNet-Base
MCubeS
StitchFusion (RGB-A-D-N)
CamVid
DeepLabV3Plus + SDCNetAug
COCO-Stuff test
ImageNet-S
TEC (ViT-B/16, 224x224, SSL+FT, mmseg)
LaRS
KNet (Swin-T)
iSAID
SegNeXt-L
ISPRS Potsdam
AerialFormer-B
LoveDA
UNetFormer
KITTI-360
CMX (RGB-Depth)
Semantic3D
Feature Geometric Net
Trans10K
Trans4Trans (M)
Dark Zurich
DANNet
FMB Dataset
MMSFormer (RGB-Infrared)
UrbanLF
CMNeXt (RGB-LF80)
LIP val
SOLIDER
Vaihingen
ZJU-RGB-P
ShareCMP (B4 RGB-FP)
EventScape
GTAV-to-Cityscapes Labels
Nighttime Driving
TADP
ScanNetV2
SSMA
BJRoad
ISPRS Vaihingen
LSKNet-T
Potsdam
US3D
SpaceNet 1
MAE+MTP(ViT-L)
SYN-UDTIRI
DELIVER
GeminiFusion
UAVid
UNetFormer
DDD17
DSEC
CMNeXt
INRIA Aerial Image Labeling
UANet(PVT-V2-B2)
LLRGBD-synthetic
SMMCL (SegNeXt-B)
Mapillary val
AO-SegNet
MCubeS (P)
ShareCMP (B2 RGB-A-D)
SpectralWaste
CMX (RGB-HYPER)
UPLight
ShareCMP (B2 RGB-FP)
MS COCO
FoodSeg103
FoodSAM
KITTI Semantic Segmentation
RPVNet [xu2021rpvnet]
Pothole Mix
HCMUS-CPS-DLU-Net
SELMA
CMX
SkyScapes-Dense
SYNTHIA-to-Cityscapes
HRDA + PiPa
VDD
Segformer-B2
ACDC Scribbles
ScribFormer
Event-based Segmentation Dataset
Bimodal SegNet
GAMUS
TIMF
Porto
CMNeXt
Stanford2D3D - RGBD
SynPASS
Trans4PASS+
TLCGIS
SA-Gate
FLAIR (French Land cover from Aerospace ImageRy)
Ensemble-04 MiT-0 MiT-1 RNX-1 RNX-2
Hypersim
Replica
LabelMaker
ShapeNet
SGPN
Synthetic Bathing Perception
Toronto-3D L002
EyeNet
BIG
PSPNet + CascadePSP
CC3M-TagMask
Lombardia Sentinel-2 Image Time Series for Crop Mapping
UNet3D
Matterport3D
SFSS-MMSI (RGB+Depth)
Okutama Drone and Swiss Drone Dataset
PETRAW
Structured3D
THUD Robotic Dataset
SA-Gate
CEMS-W
UPerNet (RN50)
dacl10k v1 testdev
DIVA-HisDB
U-Net
Montgomery County X-ray Set
PASCAL VOC 2011 test
Plugin network
PASTIS
U-TAE
Potsdam
RELLIS-3D Dataset
gscnn
SIFT-flow
RBE2E
Stanford2D3D Panoramic - RGBD
SYNTHIA
CGA-Net
US3D
HRNet-48
38-Cloud
Cloud-Net+
AI-TOD
Unet++(ResNet-50)
ApolloScape
ERFNet-IntRA-KD (ours)
Cityscapes
SPFNet34M
Cleargrasp (Novel)
Cleargrasp
Endoscapes
MoCo V2 Surg SSL - DeepLabv3+ head
Freiburg Forest
SSMA
Graz-02
VOLO-D5
HePIC
HERA RFI Detection
Kvasir-Instrument
DoubleUNet
LOFAR RFI Detection
Nearest Latent Neighbours
MUSES: MUlti-SEnsor Semantic perception dataset
PASCAL VOC 2007
GALDNet
PH2
MFSNet
SkyScapes-Lane
SYNTHIA-CVPR’16
SSMA
AIRS
ICT-Net
ARCH2S
BIM-Net
ATLANTIS
Erfani et al.
BDD
FasterSeg
Cam2BEV
uNetXST
Cityscapes 3D
Cityscapes VIPriors subset
EfficientSeg
COCO-Stuff
Deeplab v2
COCO-Stuff-27
DiffSeg (512)
COCO-Stuff full
SegFormer-B5 (Single Scale)
dacl10k v1 testfinal
FPN EfficientNet-B4
DeLiVER test
DroneDeploy
DLv3+ (Xception65)
Forward-Looking Sonar Marine Debris Datasets
Unet+RN34
FP4S
FP4S
HAM10000
MFSNet
ISIC 2017
LandCover.ai
ManipalUAVid
UVid-Net
Mila Simulated Floods
MixedWM38
WaferSegClassNet
OpenEDS
RITnet
PASCAL VOC
SegCLIP
PASCAL VOC 2010 test
PASCAL VOC 2011
PASCAL VOC 2012
PASTIS-R
RUGD
GA-Nav
SBCoseg
SemanticPOSS
STARE
UNet
SWIMSEG
SWINSEG
SWINySEG
ACLNet
UTFPR-SBD3
EPYNET
uyfds
WildDash