Weakly-Supervised Semantic Segmentation on PASCAL VOC 2012 train

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Mean IoU

Rank	Model	Mean IoU	Extra Training Data	Paper	Code	Year
1	FMA-WSSS	80.4		Foundation Model Assisted Weakly Supervised Semantic Segmentation	HAL-42/FMA-WSSS	2023
2	WeakTr (DeiT-S, single-stage)	76.5		WeakTr: Exploring Plain Vision Transformer for Weakly-supervised Semantic Segmentation	hustvl/weaktr	2023
3	FBR	75.9	✓	Fine-grained Background Representation for Weakly Supervised Semantic Segmentation	YininKorea/FBR	2024
4	ViT-PCM	71.4		Max Pooling with Vision Transformers reconciles class and shape in weakly supervised semantic segmentation	deepplants/vit-pcm	2022
5	FMA-WSSS	80.4		Foundation Model Assisted Weakly Supervised Semantic Segmentation	HAL-42/FMA-WSSS	2023
6	WeakTr (DeiT-S, single-stage)	76.5		WeakTr: Exploring Plain Vision Transformer for Weakly-supervised Semantic Segmentation	hustvl/weaktr	2023
7	FBR	75.9	✓	Fine-grained Background Representation for Weakly Supervised Semantic Segmentation	YininKorea/FBR	2024
8	ViT-PCM	71.4		Max Pooling with Vision Transformers reconciles class and shape in weakly supervised semantic segmentation	deepplants/vit-pcm	2022