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Semi Supervised Semantic Segmentation On 28

Metrics

Validation mIoU

Results

Performance results of various models on this benchmark

Model Name
Validation mIoU
Paper TitleRepository
CPS (DeepLab v3+ with ResNet-101)67.4Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision-
CPCL (DeepLab v3+ with ResNet-50)67.02Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation-
UniMatch (ViT-B/16)80.1SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance-
PrevMatch (ResNet-101)78.5Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation-
SemiVL (ViT-B/16)85.6SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance-
PrevMatch (ResNet-50)75.4Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation-
AllSpark78.41AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation-
CorrMatch (Deeplabv3+ with ResNet-101)78.5CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation-
UniMatch (DeepLab v3+ with ResNet-101)77.20Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation-
S4MC75.21Semi-Supervised Semantic Segmentation via Marginal Contextual Information-
LogicDiag (DeepLab v3+ with ResNet-101)76.7Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation-
U2PL (DeepLab v3+ with ResNet-101)69.2Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels-
UniMatch V2 (DINOv2-B)87.9UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation-
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Semi Supervised Semantic Segmentation On 28 | SOTA | HyperAI