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Models/HDMNet (ResNet-50)

HDMNet (ResNet-50)

Reported on 18 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.

Methodology12 results

Few-Shot LearningonCOCO-20i (5-shot)
FB-IoU· 2023-03-26
77.7
best: 79.4 (PGMA-Net (ResNet-101))
SOTA
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation arXiv:2303.14652
Meta-LearningonCOCO-20i (5-shot)
FB-IoU· 2023-03-26
77.7
best: 79.4 (PGMA-Net (ResNet-101))
SOTA
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation arXiv:2303.14652
Few-Shot LearningonCOCO-20i (5-shot)
Mean IoU· 2023-03-26
56
best: 67.9 (SegGPT (ViT))
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation arXiv:2303.14652
Few-Shot LearningonPASCAL-5i (1-Shot)
Mean IoU· 2023-03-26
69.4
best: 83.2 (SegGPT (ViT))
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation arXiv:2303.14652
Few-Shot LearningonCOCO-20i (1-shot)
FB-IoU· 2023-03-26
72.2
best: 78.5 (PGMA-Net (ResNet-101))
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation arXiv:2303.14652
Few-Shot LearningonCOCO-20i (1-shot)
Mean IoU· 2023-03-26
50
best: 59.4 (PGMA-Net (ResNet-101))
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation arXiv:2303.14652
Few-Shot LearningonPASCAL-5i (5-Shot)
Mean IoU· 2023-03-26
71.8
best: 89.8 (SegGPT (ViT))
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation arXiv:2303.14652
Meta-LearningonCOCO-20i (5-shot)
Mean IoU· 2023-03-26
56
best: 67.9 (SegGPT (ViT))
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation arXiv:2303.14652
Meta-LearningonPASCAL-5i (1-Shot)
Mean IoU· 2023-03-26
69.4
best: 83.2 (SegGPT (ViT))
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation arXiv:2303.14652
Meta-LearningonCOCO-20i (1-shot)
FB-IoU· 2023-03-26
72.2
best: 78.5 (PGMA-Net (ResNet-101))
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation arXiv:2303.14652
Meta-LearningonCOCO-20i (1-shot)
Mean IoU· 2023-03-26
50
best: 59.4 (PGMA-Net (ResNet-101))
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation arXiv:2303.14652
Meta-LearningonPASCAL-5i (5-Shot)
Mean IoU· 2023-03-26
71.8
best: 89.8 (SegGPT (ViT))
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation arXiv:2303.14652

Computer Vision6 results

Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
FB-IoU· 2023-03-26
77.7
best: 79.4 (PGMA-Net (ResNet-101))
SOTA
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation arXiv:2303.14652
Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
Mean IoU· 2023-03-26
56
best: 67.9 (SegGPT (ViT))
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation arXiv:2303.14652
Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
Mean IoU· 2023-03-26
69.4
best: 83.2 (SegGPT (ViT))
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation arXiv:2303.14652
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
FB-IoU· 2023-03-26
72.2
best: 78.5 (PGMA-Net (ResNet-101))
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation arXiv:2303.14652
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
Mean IoU· 2023-03-26
50
best: 59.4 (PGMA-Net (ResNet-101))
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation arXiv:2303.14652
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
Mean IoU· 2023-03-26
71.8
best: 89.8 (SegGPT (ViT))
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation arXiv:2303.14652