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Models/ProtoFormer (ResNet-50)

ProtoFormer (ResNet-50)

Reported on 24 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.

Methodology16 results

Few-Shot LearningonCOCO-20i (5-shot)
FB-IoU· 2022-11-27
73.3
best: 79.4 (PGMA-Net (ResNet-101))
Prototype as Query for Few Shot Semantic Segmentation arXiv:2211.14764
Few-Shot LearningonCOCO-20i (5-shot)
Mean IoU· 2022-11-27
53.4
best: 67.9 (SegGPT (ViT))
Prototype as Query for Few Shot Semantic Segmentation arXiv:2211.14764
Few-Shot LearningonPASCAL-5i (1-Shot)
FB-IoU· 2022-11-27
72.6
best: 86.2 (PGMA-Net (ResNet-101))
Prototype as Query for Few Shot Semantic Segmentation arXiv:2211.14764
Few-Shot LearningonPASCAL-5i (1-Shot)
Mean IoU· 2022-11-27
63.1
best: 83.2 (SegGPT (ViT))
Prototype as Query for Few Shot Semantic Segmentation arXiv:2211.14764
Few-Shot LearningonCOCO-20i (1-shot)
FB-IoU· 2022-11-27
69.6
best: 78.5 (PGMA-Net (ResNet-101))
Prototype as Query for Few Shot Semantic Segmentation arXiv:2211.14764
Few-Shot LearningonCOCO-20i (1-shot)
Mean IoU· 2022-11-27
45.7
best: 59.4 (PGMA-Net (ResNet-101))
Prototype as Query for Few Shot Semantic Segmentation arXiv:2211.14764
Few-Shot LearningonPASCAL-5i (5-Shot)
FB-IoU· 2022-11-27
77.1
best: 86.9 (PGMA-Net (ResNet-101))
Prototype as Query for Few Shot Semantic Segmentation arXiv:2211.14764
Few-Shot LearningonPASCAL-5i (5-Shot)
Mean IoU· 2022-11-27
67.4
best: 89.8 (SegGPT (ViT))
Prototype as Query for Few Shot Semantic Segmentation arXiv:2211.14764
Meta-LearningonCOCO-20i (5-shot)
FB-IoU· 2022-11-27
73.3
best: 79.4 (PGMA-Net (ResNet-101))
Prototype as Query for Few Shot Semantic Segmentation arXiv:2211.14764
Meta-LearningonCOCO-20i (5-shot)
Mean IoU· 2022-11-27
53.4
best: 67.9 (SegGPT (ViT))
Prototype as Query for Few Shot Semantic Segmentation arXiv:2211.14764
Meta-LearningonPASCAL-5i (1-Shot)
FB-IoU· 2022-11-27
72.6
best: 86.2 (PGMA-Net (ResNet-101))
Prototype as Query for Few Shot Semantic Segmentation arXiv:2211.14764
Meta-LearningonPASCAL-5i (1-Shot)
Mean IoU· 2022-11-27
63.1
best: 83.2 (SegGPT (ViT))
Prototype as Query for Few Shot Semantic Segmentation arXiv:2211.14764
Meta-LearningonCOCO-20i (1-shot)
FB-IoU· 2022-11-27
69.6
best: 78.5 (PGMA-Net (ResNet-101))
Prototype as Query for Few Shot Semantic Segmentation arXiv:2211.14764
Meta-LearningonCOCO-20i (1-shot)
Mean IoU· 2022-11-27
45.7
best: 59.4 (PGMA-Net (ResNet-101))
Prototype as Query for Few Shot Semantic Segmentation arXiv:2211.14764
Meta-LearningonPASCAL-5i (5-Shot)
FB-IoU· 2022-11-27
77.1
best: 86.9 (PGMA-Net (ResNet-101))
Prototype as Query for Few Shot Semantic Segmentation arXiv:2211.14764
Meta-LearningonPASCAL-5i (5-Shot)
Mean IoU· 2022-11-27
67.4
best: 89.8 (SegGPT (ViT))
Prototype as Query for Few Shot Semantic Segmentation arXiv:2211.14764

Computer Vision8 results

Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
FB-IoU· 2022-11-27
73.3
best: 79.4 (PGMA-Net (ResNet-101))
Prototype as Query for Few Shot Semantic Segmentation arXiv:2211.14764
Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
Mean IoU· 2022-11-27
53.4
best: 67.9 (SegGPT (ViT))
Prototype as Query for Few Shot Semantic Segmentation arXiv:2211.14764
Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
FB-IoU· 2022-11-27
72.6
best: 86.2 (PGMA-Net (ResNet-101))
Prototype as Query for Few Shot Semantic Segmentation arXiv:2211.14764
Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
Mean IoU· 2022-11-27
63.1
best: 83.2 (SegGPT (ViT))
Prototype as Query for Few Shot Semantic Segmentation arXiv:2211.14764
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
FB-IoU· 2022-11-27
69.6
best: 78.5 (PGMA-Net (ResNet-101))
Prototype as Query for Few Shot Semantic Segmentation arXiv:2211.14764
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
Mean IoU· 2022-11-27
45.7
best: 59.4 (PGMA-Net (ResNet-101))
Prototype as Query for Few Shot Semantic Segmentation arXiv:2211.14764
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
FB-IoU· 2022-11-27
77.1
best: 86.9 (PGMA-Net (ResNet-101))
Prototype as Query for Few Shot Semantic Segmentation arXiv:2211.14764
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
Mean IoU· 2022-11-27
67.4
best: 89.8 (SegGPT (ViT))
Prototype as Query for Few Shot Semantic Segmentation arXiv:2211.14764