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Models/ASNet (HM, ResNet-101)

ASNet (HM, ResNet-101)

Reported on 12 benchmarks across 3 tasks · 1 paper · 3 SOTA

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)
FB-IoU· 2022-03-24
73.3
best: 79.4 (PGMA-Net (ResNet-101))
SOTA
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Meta-LearningonCOCO-20i (5-shot)
FB-IoU· 2022-03-24
73.3
best: 79.4 (PGMA-Net (ResNet-101))
SOTA
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Few-Shot LearningonCOCO-20i (5-shot)
Mean IoU· 2022-03-24
50.6
best: 67.9 (SegGPT (ViT))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Few-Shot LearningonCOCO-20i (1-shot)
FB-IoU· 2022-03-24
71.1
best: 78.5 (PGMA-Net (ResNet-101))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Few-Shot LearningonCOCO-20i (1-shot)
Mean IoU· 2022-03-24
45.9
best: 59.4 (PGMA-Net (ResNet-101))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Meta-LearningonCOCO-20i (5-shot)
Mean IoU· 2022-03-24
50.6
best: 67.9 (SegGPT (ViT))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Meta-LearningonCOCO-20i (1-shot)
FB-IoU· 2022-03-24
71.1
best: 78.5 (PGMA-Net (ResNet-101))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Meta-LearningonCOCO-20i (1-shot)
Mean IoU· 2022-03-24
45.9
best: 59.4 (PGMA-Net (ResNet-101))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826

Computer Vision4 results

Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
FB-IoU· 2022-03-24
73.3
best: 79.4 (PGMA-Net (ResNet-101))
SOTA
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
Mean IoU· 2022-03-24
50.6
best: 67.9 (SegGPT (ViT))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
FB-IoU· 2022-03-24
71.1
best: 78.5 (PGMA-Net (ResNet-101))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
Mean IoU· 2022-03-24
45.9
best: 59.4 (PGMA-Net (ResNet-101))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826