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Models/ASNet

ASNet

Reported on 12 benchmarks across 3 tasks · 1 paper

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

Methodology8 results

Few-Shot LearningonCOCO-20i (5-shot)
Mean IoU· 2022-03-29
49.5
best: 67.9 (SegGPT (ViT))
Integrative Few-Shot Learning for Classification and Segmentation arXiv:2203.15712
Few-Shot LearningonPASCAL-5i (1-Shot)
Mean IoU· 2022-03-29
66.9
best: 83.2 (SegGPT (ViT))
Integrative Few-Shot Learning for Classification and Segmentation arXiv:2203.15712
Few-Shot LearningonCOCO-20i (1-shot)
Mean IoU· 2022-03-29
43.1
best: 59.4 (PGMA-Net (ResNet-101))
Integrative Few-Shot Learning for Classification and Segmentation arXiv:2203.15712
Few-Shot LearningonPASCAL-5i (5-Shot)
Mean IoU· 2022-03-29
71.1
best: 89.8 (SegGPT (ViT))
Integrative Few-Shot Learning for Classification and Segmentation arXiv:2203.15712
Meta-LearningonCOCO-20i (5-shot)
Mean IoU· 2022-03-29
49.5
best: 67.9 (SegGPT (ViT))
Integrative Few-Shot Learning for Classification and Segmentation arXiv:2203.15712
Meta-LearningonPASCAL-5i (1-Shot)
Mean IoU· 2022-03-29
66.9
best: 83.2 (SegGPT (ViT))
Integrative Few-Shot Learning for Classification and Segmentation arXiv:2203.15712
Meta-LearningonCOCO-20i (1-shot)
Mean IoU· 2022-03-29
43.1
best: 59.4 (PGMA-Net (ResNet-101))
Integrative Few-Shot Learning for Classification and Segmentation arXiv:2203.15712
Meta-LearningonPASCAL-5i (5-Shot)
Mean IoU· 2022-03-29
71.1
best: 89.8 (SegGPT (ViT))
Integrative Few-Shot Learning for Classification and Segmentation arXiv:2203.15712

Computer Vision4 results

Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
Mean IoU· 2022-03-29
49.5
best: 67.9 (SegGPT (ViT))
Integrative Few-Shot Learning for Classification and Segmentation arXiv:2203.15712
Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
Mean IoU· 2022-03-29
66.9
best: 83.2 (SegGPT (ViT))
Integrative Few-Shot Learning for Classification and Segmentation arXiv:2203.15712
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
Mean IoU· 2022-03-29
43.1
best: 59.4 (PGMA-Net (ResNet-101))
Integrative Few-Shot Learning for Classification and Segmentation arXiv:2203.15712
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
Mean IoU· 2022-03-29
71.1
best: 89.8 (SegGPT (ViT))
Integrative Few-Shot Learning for Classification and Segmentation arXiv:2203.15712