Semantic Segmentation on PASCAL VOC 2012 val

Metric: Clustering [mIoU] (higher is better)

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#	Model↕	Clustering [mIoU]▼	Extra Data	Paper	Date↕	Code
1	CAUSE (iBOT, ViT-B/16)	53.4	No	Causal Unsupervised Semantic Segmentation	2023-10-11	Code
2	CAUSE (ViT-B/8)	53.3	No	Causal Unsupervised Semantic Segmentation	2023-10-11	Code
3	CAUSE (DINOv2, ViT-B/14)	53.2	No	Causal Unsupervised Semantic Segmentation	2023-10-11	Code
4	MaskDistill+CRF	48.9	Yes	Discovering Object Masks with Transformers for U...	2022-06-13	Code
5	Leopart (ViT-B/8)	47.2	Yes	Self-Supervised Learning of Object Parts for Sem...	2022-04-27	Code
6	HCL (ViT-S/8)	46.3	Yes	-	-	Code
7	MaskDistill	45.8	Yes	Discovering Object Masks with Transformers for U...	2022-06-13	Code
8	MaskContrast (Saliency)	44.2	Yes	Unsupervised Semantic Segmentation by Contrastin...	2021-02-11	Code
9	HCL (ViT-S/16)	43.2	Yes	-	-	Code
10	Leopart (ViT-S/16)	41.7	Yes	Self-Supervised Learning of Object Parts for Sem...	2022-04-27	Code
11	MaskContrast	35	Yes	Unsupervised Semantic Segmentation by Contrastin...	2021-02-11	Code

#1CAUSE (iBOT, ViT-B/16)SOTA
53.4
Clustering [mIoU]· 2023-10-11
Causal Unsupervised Semantic Segmentation Code
#2CAUSE (ViT-B/8)
53.3
Clustering [mIoU]· 2023-10-11
Causal Unsupervised Semantic Segmentation Code
#3CAUSE (DINOv2, ViT-B/14)
53.2
Clustering [mIoU]· 2023-10-11
Causal Unsupervised Semantic Segmentation Code
#4MaskDistill+CRFSOTA
48.9
Clustering [mIoU]· Extra Data· 2022-06-13
Discovering Object Masks with Transformers for Unsupervised Semantic Segmentation Code
#5Leopart (ViT-B/8)SOTA
47.2
Clustering [mIoU]· Extra Data· 2022-04-27
Self-Supervised Learning of Object Parts for Semantic Segmentation Code
#6HCL (ViT-S/8)
46.3
Clustering [mIoU]· Extra Data
No paperCode
#7MaskDistill
45.8
Clustering [mIoU]· Extra Data· 2022-06-13
Discovering Object Masks with Transformers for Unsupervised Semantic Segmentation Code
#8MaskContrast (Saliency)SOTA
44.2
Clustering [mIoU]· Extra Data· 2021-02-11
Unsupervised Semantic Segmentation by Contrasting Object Mask Proposals Code
#9HCL (ViT-S/16)
43.2
Clustering [mIoU]· Extra Data
No paperCode
#10Leopart (ViT-S/16)
41.7
Clustering [mIoU]· Extra Data· 2022-04-27
Self-Supervised Learning of Object Parts for Semantic Segmentation Code
#11MaskContrast
35
Clustering [mIoU]· Extra Data· 2021-02-11
Unsupervised Semantic Segmentation by Contrasting Object Mask Proposals Code