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Semi Supervised Semantic Segmentation On 30

Metriken

Validation mIoU

Ergebnisse

Leistungsergebnisse verschiedener Modelle zu diesem Benchmark

Modellname
Validation mIoU
Paper TitleRepository
LogicDiag (DeepLab v3+ with ResNet-101)79.4Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation-
U2PL (DeepLab v3+ with ResNet-101)76.2Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels-
CPCL (DeepLab v3+ with ResNet-50)74.25Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation-
S4MC80.12Semi-Supervised Semantic Segmentation via Marginal Contextual Information-
PrevMatch (ResNet-50)78.6Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation-
UniMatch (ViT-B/16)83.3SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance-
CPS (DeepLab v3+ with ResNet-101)75.9Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision-
UniMatch V2 (DINOv2-B)90.0UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation-
S4MC (R50)77.83Semi-Supervised Semantic Segmentation via Marginal Contextual Information-
PrevMatch (ResNet-101)80.4Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation-
AllSpark80.75AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation-
CorrMatch (Deeplabv3+ with ResNet-101)80.6CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation-
SemiVL (ViT-B/16)86.7SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance-
UniMatch (DeepLab v3+ with ResNet-101)79.90Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation-
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Semi Supervised Semantic Segmentation On 30 | SOTA | HyperAI