HyperAIHyperAI

Command Palette

Search for a command to run...

Semantic Segmentation

Semantic segmentation is a task in the field of computer vision that aims to classify each pixel in an image into a specific category or object. Its goal is to generate a dense pixel-level segmentation map where each pixel is assigned to a particular category or object. This task has significant application value in areas such as autonomous driving and medical image analysis, and is typically evaluated using metrics like Mean Intersection over Union (Mean IoU) and 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
LaRS
KNet (Swin-T)
ImageNet-S
TEC (ViT-B/16, 224x224, SSL+FT, mmseg)
ISPRS Potsdam
AerialFormer-B
iSAID
SegNeXt-L
LoveDA
UNetFormer
Semantic3D
Feature Geometric Net
KITTI-360
CMX (RGB-Depth)
Trans10K
Trans4Trans (M)
UrbanLF
CMNeXt (RGB-LF80)
FMB Dataset
MMSFormer (RGB-Infrared)
Dark Zurich
DANNet
LIP val
SOLIDER
Vaihingen
ZJU-RGB-P
ShareCMP (B4 RGB-FP)
Nighttime Driving
TADP
EventScape
GTAV-to-Cityscapes Labels
ScanNetV2
SSMA
BJRoad
ISPRS Vaihingen
LSKNet-T
Potsdam
US3D
SpaceNet 1
MAE+MTP(ViT-L)
SYN-UDTIRI
UAVid
UNetFormer
DELIVER
GeminiFusion
DDD17
SpectralWaste
CMX (RGB-HYPER)
INRIA Aerial Image Labeling
UANet(PVT-V2-B2)
LLRGBD-synthetic
SMMCL (SegNeXt-B)
UPLight
ShareCMP (B2 RGB-FP)
MCubeS (P)
ShareCMP (B2 RGB-A-D)
DSEC
CMNeXt
Mapillary val
AO-SegNet
Pothole Mix
HCMUS-CPS-DLU-Net
SkyScapes-Dense
FoodSeg103
FoodSAM
SYNTHIA-to-Cityscapes
HRDA + PiPa
KITTI Semantic Segmentation
RPVNet [xu2021rpvnet]
SELMA
CMX
MS COCO
VDD
Segformer-B2
ACDC Scribbles
ScribFormer
Event-based Segmentation Dataset
Bimodal SegNet
Porto
CMNeXt
Stanford2D3D - RGBD
TLCGIS
SA-Gate
GAMUS
TIMF
SynPASS
Trans4PASS+
Synthetic Bathing Perception
Toronto-3D L002
EyeNet
Replica
LabelMaker
ShapeNet
SGPN
Hypersim
FLAIR (French Land cover from Aerospace ImageRy)
Ensemble-04 MiT-0 MiT-1 RNX-1 RNX-2
PETRAW
BIG
PSPNet + CascadePSP
Matterport3D
SFSS-MMSI (RGB+Depth)
Structured3D
THUD Robotic Dataset
SA-Gate
CC3M-TagMask
Lombardia Sentinel-2 Image Time Series for Crop Mapping
UNet3D
Okutama Drone and Swiss Drone Dataset
Montgomery County X-ray Set
CEMS-W
UPerNet (RN50)
dacl10k v1 testdev
Potsdam
PASTIS
U-TAE
DIVA-HisDB
U-Net
RELLIS-3D Dataset
gscnn
SIFT-flow
RBE2E
SYNTHIA
CGA-Net
Stanford2D3D Panoramic - RGBD
PASCAL VOC 2011 test
Plugin network
US3D
HRNet-48
Cityscapes
SPFNet34M
LOFAR RFI Detection
Nearest Latent Neighbours
MUSES: MUlti-SEnsor Semantic perception dataset
AI-TOD
Unet++(ResNet-50)
Freiburg Forest
SSMA
38-Cloud
Cloud-Net+
SYNTHIA-CVPR’16
SSMA
HERA RFI Detection
SkyScapes-Lane
PH2
MFSNet
Graz-02
VOLO-D5
HePIC
ApolloScape
ERFNet-IntRA-KD (ours)
Endoscapes
MoCo V2 Surg SSL - DeepLabv3+ head
Cleargrasp (Novel)
Cleargrasp
PASCAL VOC 2007
GALDNet
Kvasir-Instrument
DoubleUNet
ARCH2S
BIM-Net
DeLiVER test
Cityscapes VIPriors subset
EfficientSeg
HAM10000
MFSNet
LandCover.ai
SemanticPOSS
UTFPR-SBD3
EPYNET
PASTIS-R
PASCAL VOC 2010 test
dacl10k v1 testfinal
FPN EfficientNet-B4
Forward-Looking Sonar Marine Debris Datasets
Unet+RN34
SWINSEG
Cam2BEV
uNetXST
FP4S
FP4S
ATLANTIS
Erfani et al.
PASCAL VOC 2012
COCO-Stuff-27
DiffSeg (512)
SWINySEG
ACLNet
Mila Simulated Floods
BDD
FasterSeg
MixedWM38
WaferSegClassNet
Cityscapes 3D
uyfds
AIRS
ICT-Net
PASCAL VOC
SegCLIP
SBCoseg
OpenEDS
RITnet
RUGD
GA-Nav
COCO-Stuff
Deeplab v2
ManipalUAVid
UVid-Net
DroneDeploy
DLv3+ (Xception65)
ISIC 2017
COCO-Stuff full
SegFormer-B5 (Single Scale)
SWIMSEG
WildDash
PASCAL VOC 2011
STARE
UNet
Semantic Segmentation | SOTA | HyperAI