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Models/DHR (Swin-L, Mask2Former)

DHR (Swin-L, Mask2Former)

Reported on 12 benchmarks across 2 tasks · 1 paper · 6 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Medical6 results

Semantic SegmentationonCOCO 2014 val
mIoU· 2024-03-30
56.8
SOTA
DHR: Dual Features-Driven Hierarchical Rebalancing in Inter- and Intra-Class Regions for Weakly-Supervised Semantic Segmentation arXiv:2404.00380
Semantic SegmentationonCOCO-Stuff val
mIoU· 2024-03-30
37.4
SOTA
DHR: Dual Features-Driven Hierarchical Rebalancing in Inter- and Intra-Class Regions for Weakly-Supervised Semantic Segmentation arXiv:2404.00380
Semantic SegmentationonPASCAL Context val
mIoU· 2024-03-30
53.6
SOTA
DHR: Dual Features-Driven Hierarchical Rebalancing in Inter- and Intra-Class Regions for Weakly-Supervised Semantic Segmentation arXiv:2404.00380
Semantic SegmentationonPASCAL VOC 2012 val
Mean IoU· 2024-03-30
82.3
best: 83.4 (SemPLeS (Swin-L))
DHR: Dual Features-Driven Hierarchical Rebalancing in Inter- and Intra-Class Regions for Weakly-Supervised Semantic Segmentation arXiv:2404.00380
Semantic SegmentationonPASCAL VOC 2012 test
Mean IoU· 2024-03-30
82.3
best: 82.9 (SemPLeS (Swin-L))
DHR: Dual Features-Driven Hierarchical Rebalancing in Inter- and Intra-Class Regions for Weakly-Supervised Semantic Segmentation arXiv:2404.00380
Semantic SegmentationonADE20K val
mIoU· 2024-03-30
32.9
best: 62.8 (BEiT-3)
DHR: Dual Features-Driven Hierarchical Rebalancing in Inter- and Intra-Class Regions for Weakly-Supervised Semantic Segmentation arXiv:2404.00380

Audio6 results

10-shot image generationonCOCO 2014 val
mIoU· 2024-03-30
56.8
SOTA
DHR: Dual Features-Driven Hierarchical Rebalancing in Inter- and Intra-Class Regions for Weakly-Supervised Semantic Segmentation arXiv:2404.00380
10-shot image generationonCOCO-Stuff val
mIoU· 2024-03-30
37.4
SOTA
DHR: Dual Features-Driven Hierarchical Rebalancing in Inter- and Intra-Class Regions for Weakly-Supervised Semantic Segmentation arXiv:2404.00380
10-shot image generationonPASCAL Context val
mIoU· 2024-03-30
53.6
SOTA
DHR: Dual Features-Driven Hierarchical Rebalancing in Inter- and Intra-Class Regions for Weakly-Supervised Semantic Segmentation arXiv:2404.00380
10-shot image generationonPASCAL VOC 2012 val
Mean IoU· 2024-03-30
82.3
best: 83.4 (SemPLeS (Swin-L))
DHR: Dual Features-Driven Hierarchical Rebalancing in Inter- and Intra-Class Regions for Weakly-Supervised Semantic Segmentation arXiv:2404.00380
10-shot image generationonPASCAL VOC 2012 test
Mean IoU· 2024-03-30
82.3
best: 82.9 (SemPLeS (Swin-L))
DHR: Dual Features-Driven Hierarchical Rebalancing in Inter- and Intra-Class Regions for Weakly-Supervised Semantic Segmentation arXiv:2404.00380
10-shot image generationonADE20K val
mIoU· 2024-03-30
32.9
best: 62.8 (BEiT-3)
DHR: Dual Features-Driven Hierarchical Rebalancing in Inter- and Intra-Class Regions for Weakly-Supervised Semantic Segmentation arXiv:2404.00380