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Models/PFENet (ResNet-101)

PFENet (ResNet-101)

Reported on 36 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.

Methodology24 results

Few-Shot LearningonCOCO-20i (5-shot)
FB-IoU· 2020-08-04
61.9
best: 79.4 (PGMA-Net (ResNet-101))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Few-Shot LearningonCOCO-20i (5-shot)
Mean IoU· 2020-08-04
37.4
best: 67.9 (SegGPT (ViT))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Few-Shot LearningonCOCO-20i (5-shot)
learnable parameters (million)· 2020-08-04
10.3
best: 47.7 (DCAMA (ResNet-101))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Few-Shot LearningonPASCAL-5i (1-Shot)
FB-IoU· 2020-08-04
72.9
best: 86.2 (PGMA-Net (ResNet-101))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Few-Shot LearningonPASCAL-5i (1-Shot)
Mean IoU· 2020-08-04
60.1
best: 83.2 (SegGPT (ViT))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Few-Shot LearningonPASCAL-5i (1-Shot)
learnable parameters (million)· 2020-08-04
10.3
best: 31.5 (PPNet (ResNet-50))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Few-Shot LearningonCOCO-20i (1-shot)
FB-IoU· 2020-08-04
58.6
best: 78.5 (PGMA-Net (ResNet-101))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Few-Shot LearningonCOCO-20i (1-shot)
Mean IoU· 2020-08-04
32.4
best: 59.4 (PGMA-Net (ResNet-101))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Few-Shot LearningonCOCO-20i (1-shot)
learnable parameters (million)· 2020-08-04
10.3
best: 47.7 (DCAMA (ResNet-101))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Few-Shot LearningonPASCAL-5i (5-Shot)
FB-IoU· 2020-08-04
73.5
best: 86.9 (PGMA-Net (ResNet-101))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Few-Shot LearningonPASCAL-5i (5-Shot)
Mean IoU· 2020-08-04
61.4
best: 89.8 (SegGPT (ViT))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Few-Shot LearningonPASCAL-5i (5-Shot)
learnable parameters (million)· 2020-08-04
10.3
best: 43 (FWB (ResNet-101))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Meta-LearningonCOCO-20i (5-shot)
FB-IoU· 2020-08-04
61.9
best: 79.4 (PGMA-Net (ResNet-101))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Meta-LearningonCOCO-20i (5-shot)
Mean IoU· 2020-08-04
37.4
best: 67.9 (SegGPT (ViT))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Meta-LearningonCOCO-20i (5-shot)
learnable parameters (million)· 2020-08-04
10.3
best: 47.7 (DCAMA (ResNet-101))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Meta-LearningonPASCAL-5i (1-Shot)
FB-IoU· 2020-08-04
72.9
best: 86.2 (PGMA-Net (ResNet-101))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Meta-LearningonPASCAL-5i (1-Shot)
Mean IoU· 2020-08-04
60.1
best: 83.2 (SegGPT (ViT))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Meta-LearningonPASCAL-5i (1-Shot)
learnable parameters (million)· 2020-08-04
10.3
best: 31.5 (PPNet (ResNet-50))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Meta-LearningonCOCO-20i (1-shot)
FB-IoU· 2020-08-04
58.6
best: 78.5 (PGMA-Net (ResNet-101))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Meta-LearningonCOCO-20i (1-shot)
Mean IoU· 2020-08-04
32.4
best: 59.4 (PGMA-Net (ResNet-101))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Meta-LearningonCOCO-20i (1-shot)
learnable parameters (million)· 2020-08-04
10.3
best: 47.7 (DCAMA (ResNet-101))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Meta-LearningonPASCAL-5i (5-Shot)
FB-IoU· 2020-08-04
73.5
best: 86.9 (PGMA-Net (ResNet-101))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Meta-LearningonPASCAL-5i (5-Shot)
Mean IoU· 2020-08-04
61.4
best: 89.8 (SegGPT (ViT))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Meta-LearningonPASCAL-5i (5-Shot)
learnable parameters (million)· 2020-08-04
10.3
best: 43 (FWB (ResNet-101))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449

Computer Vision12 results

Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
FB-IoU· 2020-08-04
61.9
best: 79.4 (PGMA-Net (ResNet-101))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
Mean IoU· 2020-08-04
37.4
best: 67.9 (SegGPT (ViT))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
learnable parameters (million)· 2020-08-04
10.3
best: 47.7 (DCAMA (ResNet-101))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
FB-IoU· 2020-08-04
72.9
best: 86.2 (PGMA-Net (ResNet-101))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
Mean IoU· 2020-08-04
60.1
best: 83.2 (SegGPT (ViT))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
learnable parameters (million)· 2020-08-04
10.3
best: 31.5 (PPNet (ResNet-50))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
FB-IoU· 2020-08-04
58.6
best: 78.5 (PGMA-Net (ResNet-101))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
Mean IoU· 2020-08-04
32.4
best: 59.4 (PGMA-Net (ResNet-101))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
learnable parameters (million)· 2020-08-04
10.3
best: 47.7 (DCAMA (ResNet-101))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
FB-IoU· 2020-08-04
73.5
best: 86.9 (PGMA-Net (ResNet-101))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
Mean IoU· 2020-08-04
61.4
best: 89.8 (SegGPT (ViT))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
learnable parameters (million)· 2020-08-04
10.3
best: 43 (FWB (ResNet-101))
Prior Guided Feature Enrichment Network for Few-Shot Segmentation arXiv:2008.01449