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Models/CAPL (ResNet-50)

CAPL (ResNet-50)

Reported on 24 benchmarks across 3 tasks · 1 paper · 15 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Methodology16 results

Few-Shot LearningonPASCAL-5i (1-Shot)
Mean Base and Novel· 2020-10-11
42.17
best: 58.11 (VisualPromptGFSS)
SOTA
Generalized Few-shot Semantic Segmentation arXiv:2010.05210
Few-Shot LearningonPASCAL-5i (5-Shot)
Mean Base and Novel· 2020-10-11
44.28
best: 66.27 (VisualPromptGFSS)
SOTA
Generalized Few-shot Semantic Segmentation arXiv:2010.05210
Few-Shot LearningonCOCO-20i (5-shot)
Mean Base and Novel· 2020-10-11
28.15
best: 42.48 (VisualPromptGFSS)
SOTA
Generalized Few-shot Semantic Segmentation arXiv:2010.05210
Few-Shot LearningonCOCO-20i (1-shot)
Mean Base and Novel· 2020-10-11
25.83
best: 36.05 (VisualPromptGFSS)
SOTA
Generalized Few-shot Semantic Segmentation arXiv:2010.05210
Few-Shot LearningonCOCO-20i (1-shot)
Mean IoU· 2020-10-11
35.46
best: 59.4 (PGMA-Net (ResNet-101))
SOTA
Generalized Few-shot Semantic Segmentation arXiv:2010.05210
Meta-LearningonPASCAL-5i (1-Shot)
Mean Base and Novel· 2020-10-11
42.17
best: 58.11 (VisualPromptGFSS)
SOTA
Generalized Few-shot Semantic Segmentation arXiv:2010.05210
Meta-LearningonPASCAL-5i (5-Shot)
Mean Base and Novel· 2020-10-11
44.28
best: 66.27 (VisualPromptGFSS)
SOTA
Generalized Few-shot Semantic Segmentation arXiv:2010.05210
Meta-LearningonCOCO-20i (5-shot)
Mean Base and Novel· 2020-10-11
28.15
best: 42.48 (VisualPromptGFSS)
SOTA
Generalized Few-shot Semantic Segmentation arXiv:2010.05210
Meta-LearningonCOCO-20i (1-shot)
Mean Base and Novel· 2020-10-11
25.83
best: 36.05 (VisualPromptGFSS)
SOTA
Generalized Few-shot Semantic Segmentation arXiv:2010.05210
Meta-LearningonCOCO-20i (1-shot)
Mean IoU· 2020-10-11
35.46
best: 59.4 (PGMA-Net (ResNet-101))
SOTA
Generalized Few-shot Semantic Segmentation arXiv:2010.05210
Few-Shot LearningonPASCAL-5i (1-Shot)
Mean IoU· 2020-10-11
54.38
best: 83.2 (SegGPT (ViT))
Generalized Few-shot Semantic Segmentation arXiv:2010.05210
Few-Shot LearningonPASCAL-5i (5-Shot)
Mean IoU· 2020-10-11
55.72
best: 89.8 (SegGPT (ViT))
Generalized Few-shot Semantic Segmentation arXiv:2010.05210
Few-Shot LearningonCOCO-20i (5-shot)
Mean IoU· 2020-10-11
36.8
best: 67.9 (SegGPT (ViT))
Generalized Few-shot Semantic Segmentation arXiv:2010.05210
Meta-LearningonPASCAL-5i (1-Shot)
Mean IoU· 2020-10-11
54.38
best: 83.2 (SegGPT (ViT))
Generalized Few-shot Semantic Segmentation arXiv:2010.05210
Meta-LearningonPASCAL-5i (5-Shot)
Mean IoU· 2020-10-11
55.72
best: 89.8 (SegGPT (ViT))
Generalized Few-shot Semantic Segmentation arXiv:2010.05210
Meta-LearningonCOCO-20i (5-shot)
Mean IoU· 2020-10-11
36.8
best: 67.9 (SegGPT (ViT))
Generalized Few-shot Semantic Segmentation arXiv:2010.05210

Computer Vision8 results

Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
Mean Base and Novel· 2020-10-11
42.17
best: 58.11 (VisualPromptGFSS)
SOTA
Generalized Few-shot Semantic Segmentation arXiv:2010.05210
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
Mean Base and Novel· 2020-10-11
44.28
best: 66.27 (VisualPromptGFSS)
SOTA
Generalized Few-shot Semantic Segmentation arXiv:2010.05210
Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
Mean Base and Novel· 2020-10-11
28.15
best: 42.48 (VisualPromptGFSS)
SOTA
Generalized Few-shot Semantic Segmentation arXiv:2010.05210
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
Mean Base and Novel· 2020-10-11
25.83
best: 36.05 (VisualPromptGFSS)
SOTA
Generalized Few-shot Semantic Segmentation arXiv:2010.05210
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
Mean IoU· 2020-10-11
35.46
best: 59.4 (PGMA-Net (ResNet-101))
SOTA
Generalized Few-shot Semantic Segmentation arXiv:2010.05210
Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
Mean IoU· 2020-10-11
54.38
best: 83.2 (SegGPT (ViT))
Generalized Few-shot Semantic Segmentation arXiv:2010.05210
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
Mean IoU· 2020-10-11
55.72
best: 89.8 (SegGPT (ViT))
Generalized Few-shot Semantic Segmentation arXiv:2010.05210
Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
Mean IoU· 2020-10-11
36.8
best: 67.9 (SegGPT (ViT))
Generalized Few-shot Semantic Segmentation arXiv:2010.05210