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Models/APANet (ResNet-101)

APANet (ResNet-101)

Reported on 12 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.

Methodology8 results

Few-Shot LearningonCOCO-20i (5-shot)
Mean IoU· 2021-11-24
46.4
best: 67.9 (SegGPT (ViT))
APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation arXiv:2111.12263
Few-Shot LearningonPASCAL-5i (1-Shot)
Mean IoU· 2021-11-24
64
best: 83.2 (SegGPT (ViT))
APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation arXiv:2111.12263
Few-Shot LearningonCOCO-20i (1-shot)
Mean IoU· 2021-11-24
41.9
best: 59.4 (PGMA-Net (ResNet-101))
APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation arXiv:2111.12263
Few-Shot LearningonPASCAL-5i (5-Shot)
Mean IoU· 2021-11-24
68
best: 89.8 (SegGPT (ViT))
APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation arXiv:2111.12263
Meta-LearningonCOCO-20i (5-shot)
Mean IoU· 2021-11-24
46.4
best: 67.9 (SegGPT (ViT))
APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation arXiv:2111.12263
Meta-LearningonPASCAL-5i (1-Shot)
Mean IoU· 2021-11-24
64
best: 83.2 (SegGPT (ViT))
APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation arXiv:2111.12263
Meta-LearningonCOCO-20i (1-shot)
Mean IoU· 2021-11-24
41.9
best: 59.4 (PGMA-Net (ResNet-101))
APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation arXiv:2111.12263
Meta-LearningonPASCAL-5i (5-Shot)
Mean IoU· 2021-11-24
68
best: 89.8 (SegGPT (ViT))
APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation arXiv:2111.12263

Computer Vision4 results

Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
Mean IoU· 2021-11-24
46.4
best: 67.9 (SegGPT (ViT))
APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation arXiv:2111.12263
Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
Mean IoU· 2021-11-24
64
best: 83.2 (SegGPT (ViT))
APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation arXiv:2111.12263
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
Mean IoU· 2021-11-24
41.9
best: 59.4 (PGMA-Net (ResNet-101))
APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation arXiv:2111.12263
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
Mean IoU· 2021-11-24
68
best: 89.8 (SegGPT (ViT))
APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation arXiv:2111.12263