OpenCodePapers
unsupervised-semantic-segmentation-on-pascal-1
Semantic Segmentation
Unsupervised Semantic Segmentation
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Paper
Code
Clustering [mIoU]
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Linear Classifier [mIoU]
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FCN [mIoU]
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ModelName
ReleaseDate
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Causal Unsupervised Semantic Segmentation
✓ Link
53.4
CAUSE (iBOT, ViT-B/16)
2023-10-11
Causal Unsupervised Semantic Segmentation
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53.3
CAUSE (ViT-B/8)
2023-10-11
Causal Unsupervised Semantic Segmentation
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53.2
CAUSE (DINOv2, ViT-B/14)
2023-10-11
Discovering Object Masks with Transformers for Unsupervised Semantic Segmentation
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48.9
62.8
MaskDistill+CRF
2022-06-13
Self-Supervised Learning of Object Parts for Semantic Segmentation
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47.2
76.3
Leopart (ViT-B/8)
2022-04-27
Hierarchical Context Learning of object components for unsupervised semantic segmentation
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46.3
75.7
HCL (ViT-S/8)
2025-04-29
Discovering Object Masks with Transformers for Unsupervised Semantic Segmentation
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45.8
58.7
MaskDistill
2022-06-13
Unsupervised Semantic Segmentation by Contrasting Object Mask Proposals
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44.2
63.9
MaskContrast (Saliency)
2021-02-11
Hierarchical Context Learning of object components for unsupervised semantic segmentation
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43.2
72.6
HCL (ViT-S/16)
2025-04-29
Self-Supervised Learning of Object Parts for Semantic Segmentation
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41.7
69.3
71.4
Leopart (ViT-S/16)
2022-04-27
Unsupervised Semantic Segmentation by Contrasting Object Mask Proposals
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35.0
58.4
MaskContrast
2021-02-11
SegSort: Segmentation by Discriminative Sorting of Segments
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55.86 (KNN)
SegSort (Edges)
2019-10-15