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Models/POP(ResNet-50)

POP(ResNet-50)

Reported on 24 benchmarks across 3 tasks

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
    54.72
    best: 58.11 (VisualPromptGFSS)
  • Few-Shot LearningonPASCAL-5i (1-Shot)
    Mean IoU
    64.77
    best: 83.2 (SegGPT (ViT))
  • Few-Shot LearningonPASCAL-5i (5-Shot)
    Mean Base and Novel
    65.33
    best: 66.27 (VisualPromptGFSS)
  • Few-Shot LearningonPASCAL-5i (5-Shot)
    Mean IoU
    70.28
    best: 89.8 (SegGPT (ViT))
  • Few-Shot LearningonCOCO-20i (5-shot)
    Mean Base and Novel
    42.44
    best: 42.48 (VisualPromptGFSS)
  • Few-Shot LearningonCOCO-20i (5-shot)
    Mean IoU
    48.75
    best: 67.9 (SegGPT (ViT))
  • Few-Shot LearningonCOCO-20i (1-shot)
    Mean Base and Novel
    35.01
    best: 36.05 (VisualPromptGFSS)
  • Few-Shot LearningonCOCO-20i (1-shot)
    Mean IoU
    44.98
    best: 59.4 (PGMA-Net (ResNet-101))
  • Meta-LearningonPASCAL-5i (1-Shot)
    Mean Base and Novel
    54.72
    best: 58.11 (VisualPromptGFSS)
  • Meta-LearningonPASCAL-5i (1-Shot)
    Mean IoU
    64.77
    best: 83.2 (SegGPT (ViT))
  • Meta-LearningonPASCAL-5i (5-Shot)
    Mean Base and Novel
    65.33
    best: 66.27 (VisualPromptGFSS)
  • Meta-LearningonPASCAL-5i (5-Shot)
    Mean IoU
    70.28
    best: 89.8 (SegGPT (ViT))
  • Meta-LearningonCOCO-20i (5-shot)
    Mean Base and Novel
    42.44
    best: 42.48 (VisualPromptGFSS)
  • Meta-LearningonCOCO-20i (5-shot)
    Mean IoU
    48.75
    best: 67.9 (SegGPT (ViT))
  • Meta-LearningonCOCO-20i (1-shot)
    Mean Base and Novel
    35.01
    best: 36.05 (VisualPromptGFSS)
  • Meta-LearningonCOCO-20i (1-shot)
    Mean IoU
    44.98
    best: 59.4 (PGMA-Net (ResNet-101))

Computer Vision8 results

  • Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
    Mean Base and Novel
    54.72
    best: 58.11 (VisualPromptGFSS)
  • Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
    Mean IoU
    64.77
    best: 83.2 (SegGPT (ViT))
  • Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
    Mean Base and Novel
    65.33
    best: 66.27 (VisualPromptGFSS)
  • Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
    Mean IoU
    70.28
    best: 89.8 (SegGPT (ViT))
  • Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
    Mean Base and Novel
    42.44
    best: 42.48 (VisualPromptGFSS)
  • Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
    Mean IoU
    48.75
    best: 67.9 (SegGPT (ViT))
  • Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
    Mean Base and Novel
    35.01
    best: 36.05 (VisualPromptGFSS)
  • Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
    Mean IoU
    44.98
    best: 59.4 (PGMA-Net (ResNet-101))