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Models/QCLNet (ResNet-101)

QCLNet (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· 2023-05-12
51.9
best: 67.9 (SegGPT (ViT))
Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation arXiv:2305.07283
Few-Shot LearningonPASCAL-5i (1-Shot)
Mean IoU· 2023-05-12
67
best: 83.2 (SegGPT (ViT))
Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation arXiv:2305.07283
Few-Shot LearningonCOCO-20i (1-shot)
Mean IoU· 2023-05-12
43.6
best: 59.4 (PGMA-Net (ResNet-101))
Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation arXiv:2305.07283
Few-Shot LearningonPASCAL-5i (5-Shot)
Mean IoU· 2023-05-12
71.2
best: 89.8 (SegGPT (ViT))
Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation arXiv:2305.07283
Meta-LearningonCOCO-20i (5-shot)
Mean IoU· 2023-05-12
51.9
best: 67.9 (SegGPT (ViT))
Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation arXiv:2305.07283
Meta-LearningonPASCAL-5i (1-Shot)
Mean IoU· 2023-05-12
67
best: 83.2 (SegGPT (ViT))
Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation arXiv:2305.07283
Meta-LearningonCOCO-20i (1-shot)
Mean IoU· 2023-05-12
43.6
best: 59.4 (PGMA-Net (ResNet-101))
Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation arXiv:2305.07283
Meta-LearningonPASCAL-5i (5-Shot)
Mean IoU· 2023-05-12
71.2
best: 89.8 (SegGPT (ViT))
Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation arXiv:2305.07283

Computer Vision4 results

Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
Mean IoU· 2023-05-12
51.9
best: 67.9 (SegGPT (ViT))
Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation arXiv:2305.07283
Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
Mean IoU· 2023-05-12
67
best: 83.2 (SegGPT (ViT))
Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation arXiv:2305.07283
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
Mean IoU· 2023-05-12
43.6
best: 59.4 (PGMA-Net (ResNet-101))
Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation arXiv:2305.07283
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
Mean IoU· 2023-05-12
71.2
best: 89.8 (SegGPT (ViT))
Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation arXiv:2305.07283