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Models/DIaM (ResNet-50)

DIaM (ResNet-50)

Reported on 24 benchmarks across 3 tasks · 1 paper · 12 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· 2022-11-25
53
best: 58.11 (VisualPromptGFSS)
SOTA
A Strong Baseline for Generalized Few-Shot Semantic Segmentation arXiv:2211.14126
Few-Shot LearningonPASCAL-5i (5-Shot)
Mean Base and Novel· 2022-11-25
63.08
best: 66.27 (VisualPromptGFSS)
SOTA
A Strong Baseline for Generalized Few-Shot Semantic Segmentation arXiv:2211.14126
Few-Shot LearningonCOCO-20i (5-shot)
Mean Base and Novel· 2022-11-25
38.55
best: 42.48 (VisualPromptGFSS)
SOTA
A Strong Baseline for Generalized Few-Shot Semantic Segmentation arXiv:2211.14126
Few-Shot LearningonCOCO-20i (1-shot)
Mean Base and Novel· 2022-11-25
32.75
best: 36.05 (VisualPromptGFSS)
SOTA
A Strong Baseline for Generalized Few-Shot Semantic Segmentation arXiv:2211.14126
Meta-LearningonPASCAL-5i (1-Shot)
Mean Base and Novel· 2022-11-25
53
best: 58.11 (VisualPromptGFSS)
SOTA
A Strong Baseline for Generalized Few-Shot Semantic Segmentation arXiv:2211.14126
Meta-LearningonPASCAL-5i (5-Shot)
Mean Base and Novel· 2022-11-25
63.08
best: 66.27 (VisualPromptGFSS)
SOTA
A Strong Baseline for Generalized Few-Shot Semantic Segmentation arXiv:2211.14126
Meta-LearningonCOCO-20i (5-shot)
Mean Base and Novel· 2022-11-25
38.55
best: 42.48 (VisualPromptGFSS)
SOTA
A Strong Baseline for Generalized Few-Shot Semantic Segmentation arXiv:2211.14126
Meta-LearningonCOCO-20i (1-shot)
Mean Base and Novel· 2022-11-25
32.75
best: 36.05 (VisualPromptGFSS)
SOTA
A Strong Baseline for Generalized Few-Shot Semantic Segmentation arXiv:2211.14126
Few-Shot LearningonPASCAL-5i (1-Shot)
Mean IoU· 2022-11-25
61.95
best: 83.2 (SegGPT (ViT))
A Strong Baseline for Generalized Few-Shot Semantic Segmentation arXiv:2211.14126
Few-Shot LearningonPASCAL-5i (5-Shot)
Mean IoU· 2022-11-25
66.97
best: 89.8 (SegGPT (ViT))
A Strong Baseline for Generalized Few-Shot Semantic Segmentation arXiv:2211.14126
Few-Shot LearningonCOCO-20i (5-shot)
Mean IoU· 2022-11-25
43.46
best: 67.9 (SegGPT (ViT))
A Strong Baseline for Generalized Few-Shot Semantic Segmentation arXiv:2211.14126
Few-Shot LearningonCOCO-20i (1-shot)
Mean IoU· 2022-11-25
40.52
best: 59.4 (PGMA-Net (ResNet-101))
A Strong Baseline for Generalized Few-Shot Semantic Segmentation arXiv:2211.14126
Meta-LearningonPASCAL-5i (1-Shot)
Mean IoU· 2022-11-25
61.95
best: 83.2 (SegGPT (ViT))
A Strong Baseline for Generalized Few-Shot Semantic Segmentation arXiv:2211.14126
Meta-LearningonPASCAL-5i (5-Shot)
Mean IoU· 2022-11-25
66.97
best: 89.8 (SegGPT (ViT))
A Strong Baseline for Generalized Few-Shot Semantic Segmentation arXiv:2211.14126
Meta-LearningonCOCO-20i (5-shot)
Mean IoU· 2022-11-25
43.46
best: 67.9 (SegGPT (ViT))
A Strong Baseline for Generalized Few-Shot Semantic Segmentation arXiv:2211.14126
Meta-LearningonCOCO-20i (1-shot)
Mean IoU· 2022-11-25
40.52
best: 59.4 (PGMA-Net (ResNet-101))
A Strong Baseline for Generalized Few-Shot Semantic Segmentation arXiv:2211.14126

Computer Vision8 results

Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
Mean Base and Novel· 2022-11-25
53
best: 58.11 (VisualPromptGFSS)
SOTA
A Strong Baseline for Generalized Few-Shot Semantic Segmentation arXiv:2211.14126
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
Mean Base and Novel· 2022-11-25
63.08
best: 66.27 (VisualPromptGFSS)
SOTA
A Strong Baseline for Generalized Few-Shot Semantic Segmentation arXiv:2211.14126
Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
Mean Base and Novel· 2022-11-25
38.55
best: 42.48 (VisualPromptGFSS)
SOTA
A Strong Baseline for Generalized Few-Shot Semantic Segmentation arXiv:2211.14126
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
Mean Base and Novel· 2022-11-25
32.75
best: 36.05 (VisualPromptGFSS)
SOTA
A Strong Baseline for Generalized Few-Shot Semantic Segmentation arXiv:2211.14126
Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
Mean IoU· 2022-11-25
61.95
best: 83.2 (SegGPT (ViT))
A Strong Baseline for Generalized Few-Shot Semantic Segmentation arXiv:2211.14126
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
Mean IoU· 2022-11-25
66.97
best: 89.8 (SegGPT (ViT))
A Strong Baseline for Generalized Few-Shot Semantic Segmentation arXiv:2211.14126
Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
Mean IoU· 2022-11-25
43.46
best: 67.9 (SegGPT (ViT))
A Strong Baseline for Generalized Few-Shot Semantic Segmentation arXiv:2211.14126
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
Mean IoU· 2022-11-25
40.52
best: 59.4 (PGMA-Net (ResNet-101))
A Strong Baseline for Generalized Few-Shot Semantic Segmentation arXiv:2211.14126