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HyperAI超神经

Semi Supervised Semantic Segmentation On 30

评估指标

Validation mIoU

评测结果

各个模型在此基准测试上的表现结果

模型名称	Validation mIoU	Paper Title	Repository
LogicDiag (DeepLab v3+ with ResNet-101)	79.4	Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation	-
U2PL (DeepLab v3+ with ResNet-101)	76.2	Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels
CPCL (DeepLab v3+ with ResNet-50)	74.25	Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation
S4MC	80.12	Semi-Supervised Semantic Segmentation via Marginal Contextual Information
PrevMatch (ResNet-50)	78.6	Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation
UniMatch (ViT-B/16)	83.3	SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance
CPS (DeepLab v3+ with ResNet-101)	75.9	Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision
UniMatch V2 (DINOv2-B)	90.0	UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation
S4MC (R50)	77.83	Semi-Supervised Semantic Segmentation via Marginal Contextual Information
PrevMatch (ResNet-101)	80.4	Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation
AllSpark	80.75	AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation
CorrMatch (Deeplabv3+ with ResNet-101)	80.6	CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation
SemiVL (ViT-B/16)	86.7	SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance
UniMatch (DeepLab v3+ with ResNet-101)	79.90	Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation

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