Semi Supervised Semantic Segmentation
Semi-Supervised Semantic Segmentation is a task in the field of computer vision that aims to train models using a small amount of labeled data and a large amount of unlabeled data to achieve the goal of classifying each pixel in an image. This method effectively leverages unlabeled data to improve the model's generalization ability and segmentation accuracy, reducing annotation costs and enhancing the model's application value in real-world scenarios.
2017 Robotic Instrument Segmentation Challenge
MMS (20% Labeled)
2D-3D-S
M3L (Linear Fusion B2)
ADE20K 1/16 labeled
UniMatch V2
ADE20K 1/32 labeled
Cityscapes 10% labeled
IM++ (416x208, 2.7m parameters, no pretraining)
Cityscapes 100 samples labeled
SemiSegContrast (DeepLab v3+ with ResNet-50 backbone, MSCOCO pretrained)
Cityscapes 12.5% labeled
CPS (DeepLab v3+ with ImageNet-pretrained ResNet-101, single scale inference)
Cityscapes 2% labeled
Cityscapes 25% labeled
UniMatch (DeepLab v3+ with ImageNet-pretrained ResNet-101, single scale inference)
Cityscapes 5% labeled
Cityscapes 50% labeled
ClassMix (DeepLab v2 MSCOCO pretrained)
Cityscapes 6.25% labeled
Cityscapes 93 labeled
AEL (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K)
Cityscapes with extra (no coarse labels)
Dense FixMatch (DeepLabv3+ ResNet-101, over-sampling, single pass eval)
COCO 1/128 labeled
COCO 1/256 labeled
COCO 1/32 labeled
COCO 1/512 labeled
SemiVL
COCO 1/64 labeled
KiTS19
Kvasir-Instrument
MMS(20% labeled)
nuScenes
PLE (Voxel)
PASCAL Context 12.5% labeled
GuidedMix-Net(DeepLab v2 with ResNet101, ImageNet pretrained)
PASCAL Context 25% labeled
GuidedMix-Net(DeepLab v2 with ResNet101, ImageNet pretrained)
Pascal VOC 2012 1% labeled
ReCo (DeepLab v3+ with ResNet-101 backbone, ImageNet pre-trained)
PASCAL VOC 2012 1000 labels
GuidedMix-Net(DeepLab v2 with ResNet50, ImageNet pretrained)
Pascal VOC 2012 12.5% labeled
AllSpark
PASCAL VOC 2012 1464 labels
PASCAL VOC 2012 183 labeled
Pascal VOC 2012 2% labeled
ReCo (DeepLab v3+ with ResNet-101 backbone, ImageNet pretrained)
PASCAL VOC 2012 25% labeled
Dual Teacher
PASCAL VOC 2012 331 labeled
AEL (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K)
PASCAL VOC 2012 366 labeled
SemiVL (ViT-B/16)
Pascal VOC 2012 5% labeled
ReCo (DeepLab v3+ with ResNet-101 backbone, ImageNet pretrained)
PASCAL VOC 2012 50%
S4MC
Pascal VOC 2012 50% labeled
AllSpark
PASCAL VOC 2012 500 labels
GuidedMix-Net(DeepLab v2 with ResNet50, ImageNet pretrained)
Pascal VOC 2012 6.25% labeled
PASCAL VOC 2012 732 labeled
SemiVL (ViT-B/16)
PASCAL VOC 2012 92 labeled
ScribbleKITTI
LaserMix (Voxel)
SemanticKITTI
Stanford 2D-3D
SUIM
WoodScape
FishSegSSL