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Models/HSNet (HM, ResNet-101)

HSNet (HM, ResNet-101)

Reported on 36 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.

Methodology24 results

Few-Shot LearningonCOCO-20i (1-shot)
FB-IoU· 2022-03-24
71.5
best: 78.5 (PGMA-Net (ResNet-101))
SOTA
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Meta-LearningonCOCO-20i (1-shot)
FB-IoU· 2022-03-24
71.5
best: 78.5 (PGMA-Net (ResNet-101))
SOTA
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Few-Shot LearningonFSS-1000 (5-shot)
Mean IoU· 2022-03-24
88.5
best: 91.7 (DACM (ResNet-101))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Few-Shot LearningonCOCO-20i (5-shot)
FB-IoU· 2022-03-24
72.9
best: 79.4 (PGMA-Net (ResNet-101))
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 -> Pascal VOC (1-shot)
Mean IoU· 2022-03-24
66.5
best: 73.9 (MSDNet (ResNet-101))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Few-Shot LearningonFSS-1000 (1-shot)
Mean IoU· 2022-03-24
87.8
best: 90.8 (DACM (ResNet-101))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Few-Shot LearningonPASCAL-5i (1-Shot)
FB-IoU· 2022-03-24
77.8
best: 86.2 (PGMA-Net (ResNet-101))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Few-Shot LearningonPASCAL-5i (1-Shot)
Mean IoU· 2022-03-24
66.7
best: 83.2 (SegGPT (ViT))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Few-Shot LearningonCOCO-20i (1-shot)
Mean IoU· 2022-03-24
46.5
best: 59.4 (PGMA-Net (ResNet-101))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Few-Shot LearningonPASCAL-5i (5-Shot)
FB-IoU· 2022-03-24
79.7
best: 86.9 (PGMA-Net (ResNet-101))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Few-Shot LearningonPASCAL-5i (5-Shot)
Mean IoU· 2022-03-24
69.3
best: 89.8 (SegGPT (ViT))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Few-Shot LearningonCOCO-20i -> Pascal VOC (5-shot)
Mean IoU· 2022-03-24
70.9
best: 79.3 (FPTrans (DeiT-B/16))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Meta-LearningonFSS-1000 (5-shot)
Mean IoU· 2022-03-24
88.5
best: 91.7 (DACM (ResNet-101))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Meta-LearningonCOCO-20i (5-shot)
FB-IoU· 2022-03-24
72.9
best: 79.4 (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 -> Pascal VOC (1-shot)
Mean IoU· 2022-03-24
66.5
best: 73.9 (MSDNet (ResNet-101))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Meta-LearningonFSS-1000 (1-shot)
Mean IoU· 2022-03-24
87.8
best: 90.8 (DACM (ResNet-101))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Meta-LearningonPASCAL-5i (1-Shot)
FB-IoU· 2022-03-24
77.8
best: 86.2 (PGMA-Net (ResNet-101))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Meta-LearningonPASCAL-5i (1-Shot)
Mean IoU· 2022-03-24
66.7
best: 83.2 (SegGPT (ViT))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Meta-LearningonCOCO-20i (1-shot)
Mean IoU· 2022-03-24
46.5
best: 59.4 (PGMA-Net (ResNet-101))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Meta-LearningonPASCAL-5i (5-Shot)
FB-IoU· 2022-03-24
79.7
best: 86.9 (PGMA-Net (ResNet-101))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Meta-LearningonPASCAL-5i (5-Shot)
Mean IoU· 2022-03-24
69.3
best: 89.8 (SegGPT (ViT))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Meta-LearningonCOCO-20i -> Pascal VOC (5-shot)
Mean IoU· 2022-03-24
70.9
best: 79.3 (FPTrans (DeiT-B/16))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826

Computer Vision12 results

Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
FB-IoU· 2022-03-24
71.5
best: 78.5 (PGMA-Net (ResNet-101))
SOTA
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Few-Shot Semantic SegmentationonFSS-1000 (5-shot)
Mean IoU· 2022-03-24
88.5
best: 91.7 (DACM (ResNet-101))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
FB-IoU· 2022-03-24
72.9
best: 79.4 (PGMA-Net (ResNet-101))
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 -> Pascal VOC (1-shot)
Mean IoU· 2022-03-24
66.5
best: 73.9 (MSDNet (ResNet-101))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Few-Shot Semantic SegmentationonFSS-1000 (1-shot)
Mean IoU· 2022-03-24
87.8
best: 90.8 (DACM (ResNet-101))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
FB-IoU· 2022-03-24
77.8
best: 86.2 (PGMA-Net (ResNet-101))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
Mean IoU· 2022-03-24
66.7
best: 83.2 (SegGPT (ViT))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
Mean IoU· 2022-03-24
46.5
best: 59.4 (PGMA-Net (ResNet-101))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
FB-IoU· 2022-03-24
79.7
best: 86.9 (PGMA-Net (ResNet-101))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
Mean IoU· 2022-03-24
69.3
best: 89.8 (SegGPT (ViT))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826
Few-Shot Semantic SegmentationonCOCO-20i -> Pascal VOC (5-shot)
Mean IoU· 2022-03-24
70.9
best: 79.3 (FPTrans (DeiT-B/16))
HM: Hybrid Masking for Few-Shot Segmentation arXiv:2203.12826