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Models/CWT (ResNet-50)

CWT (ResNet-50)

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 LearningonCOCO-20i (5-shot)
Mean IoU· 2021-08-06
41.3
best: 67.9 (SegGPT (ViT))
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer arXiv:2108.03032
Few-Shot LearningonCOCO-20i -> Pascal VOC (1-shot)
Mean IoU· 2021-08-06
59.5
best: 73.9 (MSDNet (ResNet-101))
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer arXiv:2108.03032
Few-Shot LearningonPASCAL-5i (1-Shot)
Mean IoU· 2021-08-06
56.4
best: 83.2 (SegGPT (ViT))
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer arXiv:2108.03032
Few-Shot LearningonCOCO-20i (1-shot)
Mean IoU· 2021-08-06
32.9
best: 59.4 (PGMA-Net (ResNet-101))
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer arXiv:2108.03032
Few-Shot LearningonPASCAL-5i (5-Shot)
Mean IoU· 2021-08-06
63.7
best: 89.8 (SegGPT (ViT))
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer arXiv:2108.03032
Few-Shot LearningonCOCO-20i -> Pascal VOC (5-shot)
Mean IoU· 2021-08-06
66.5
best: 79.3 (FPTrans (DeiT-B/16))
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer arXiv:2108.03032
Meta-LearningonCOCO-20i (5-shot)
Mean IoU· 2021-08-06
41.3
best: 67.9 (SegGPT (ViT))
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer arXiv:2108.03032
Meta-LearningonCOCO-20i -> Pascal VOC (1-shot)
Mean IoU· 2021-08-06
59.5
best: 73.9 (MSDNet (ResNet-101))
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer arXiv:2108.03032
Meta-LearningonPASCAL-5i (1-Shot)
Mean IoU· 2021-08-06
56.4
best: 83.2 (SegGPT (ViT))
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer arXiv:2108.03032
Meta-LearningonCOCO-20i (1-shot)
Mean IoU· 2021-08-06
32.9
best: 59.4 (PGMA-Net (ResNet-101))
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer arXiv:2108.03032
Meta-LearningonPASCAL-5i (5-Shot)
Mean IoU· 2021-08-06
63.7
best: 89.8 (SegGPT (ViT))
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer arXiv:2108.03032
Meta-LearningonCOCO-20i -> Pascal VOC (5-shot)
Mean IoU· 2021-08-06
66.5
best: 79.3 (FPTrans (DeiT-B/16))
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer arXiv:2108.03032

Computer Vision6 results

Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
Mean IoU· 2021-08-06
41.3
best: 67.9 (SegGPT (ViT))
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer arXiv:2108.03032
Few-Shot Semantic SegmentationonCOCO-20i -> Pascal VOC (1-shot)
Mean IoU· 2021-08-06
59.5
best: 73.9 (MSDNet (ResNet-101))
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer arXiv:2108.03032
Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
Mean IoU· 2021-08-06
56.4
best: 83.2 (SegGPT (ViT))
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer arXiv:2108.03032
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
Mean IoU· 2021-08-06
32.9
best: 59.4 (PGMA-Net (ResNet-101))
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer arXiv:2108.03032
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
Mean IoU· 2021-08-06
63.7
best: 89.8 (SegGPT (ViT))
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer arXiv:2108.03032
Few-Shot Semantic SegmentationonCOCO-20i -> Pascal VOC (5-shot)
Mean IoU· 2021-08-06
66.5
best: 79.3 (FPTrans (DeiT-B/16))
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer arXiv:2108.03032