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Models/HSNet (VGG-16)

HSNet (VGG-16)

Reported on 18 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.

Methodology12 results

  • Few-Shot LearningonFSS-1000 (5-shot)
    Mean IoU· 2021-04-04
    85.8
    best: 91.7 (DACM (ResNet-101))
    Hypercorrelation Squeeze for Few-Shot SegmentationarXiv:2104.01538
  • Few-Shot LearningonFSS-1000 (1-shot)
    Mean IoU· 2021-04-04
    82.3
    best: 90.8 (DACM (ResNet-101))
    Hypercorrelation Squeeze for Few-Shot SegmentationarXiv:2104.01538
  • Few-Shot LearningonPASCAL-5i (1-Shot)
    FB-IoU· 2021-04-04
    73.4
    best: 86.2 (PGMA-Net (ResNet-101))
    Hypercorrelation Squeeze for Few-Shot SegmentationarXiv:2104.01538
  • Few-Shot LearningonPASCAL-5i (1-Shot)
    Mean IoU· 2021-04-04
    59.7
    best: 83.2 (SegGPT (ViT))
    Hypercorrelation Squeeze for Few-Shot SegmentationarXiv:2104.01538
  • Few-Shot LearningonPASCAL-5i (5-Shot)
    FB-IoU· 2021-04-04
    76.6
    best: 86.9 (PGMA-Net (ResNet-101))
    Hypercorrelation Squeeze for Few-Shot SegmentationarXiv:2104.01538
  • Few-Shot LearningonPASCAL-5i (5-Shot)
    Mean IoU· 2021-04-04
    64.1
    best: 89.8 (SegGPT (ViT))
    Hypercorrelation Squeeze for Few-Shot SegmentationarXiv:2104.01538
  • Meta-LearningonFSS-1000 (5-shot)
    Mean IoU· 2021-04-04
    85.8
    best: 91.7 (DACM (ResNet-101))
    Hypercorrelation Squeeze for Few-Shot SegmentationarXiv:2104.01538
  • Meta-LearningonFSS-1000 (1-shot)
    Mean IoU· 2021-04-04
    82.3
    best: 90.8 (DACM (ResNet-101))
    Hypercorrelation Squeeze for Few-Shot SegmentationarXiv:2104.01538
  • Meta-LearningonPASCAL-5i (1-Shot)
    FB-IoU· 2021-04-04
    73.4
    best: 86.2 (PGMA-Net (ResNet-101))
    Hypercorrelation Squeeze for Few-Shot SegmentationarXiv:2104.01538
  • Meta-LearningonPASCAL-5i (1-Shot)
    Mean IoU· 2021-04-04
    59.7
    best: 83.2 (SegGPT (ViT))
    Hypercorrelation Squeeze for Few-Shot SegmentationarXiv:2104.01538
  • Meta-LearningonPASCAL-5i (5-Shot)
    FB-IoU· 2021-04-04
    76.6
    best: 86.9 (PGMA-Net (ResNet-101))
    Hypercorrelation Squeeze for Few-Shot SegmentationarXiv:2104.01538
  • Meta-LearningonPASCAL-5i (5-Shot)
    Mean IoU· 2021-04-04
    64.1
    best: 89.8 (SegGPT (ViT))
    Hypercorrelation Squeeze for Few-Shot SegmentationarXiv:2104.01538

Computer Vision6 results

  • Few-Shot Semantic SegmentationonFSS-1000 (5-shot)
    Mean IoU· 2021-04-04
    85.8
    best: 91.7 (DACM (ResNet-101))
    Hypercorrelation Squeeze for Few-Shot SegmentationarXiv:2104.01538
  • Few-Shot Semantic SegmentationonFSS-1000 (1-shot)
    Mean IoU· 2021-04-04
    82.3
    best: 90.8 (DACM (ResNet-101))
    Hypercorrelation Squeeze for Few-Shot SegmentationarXiv:2104.01538
  • Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
    FB-IoU· 2021-04-04
    73.4
    best: 86.2 (PGMA-Net (ResNet-101))
    Hypercorrelation Squeeze for Few-Shot SegmentationarXiv:2104.01538
  • Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
    Mean IoU· 2021-04-04
    59.7
    best: 83.2 (SegGPT (ViT))
    Hypercorrelation Squeeze for Few-Shot SegmentationarXiv:2104.01538
  • Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
    FB-IoU· 2021-04-04
    76.6
    best: 86.9 (PGMA-Net (ResNet-101))
    Hypercorrelation Squeeze for Few-Shot SegmentationarXiv:2104.01538
  • Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
    Mean IoU· 2021-04-04
    64.1
    best: 89.8 (SegGPT (ViT))
    Hypercorrelation Squeeze for Few-Shot SegmentationarXiv:2104.01538