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Models/VAT + MSI (ResNet-101)

VAT + MSI (ResNet-101)

Reported on 12 benchmarks across 3 tasks · 1 paper · 6 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Methodology8 results

Few-Shot LearningonPASCAL-5i (1-Shot)
FB-IoU· 2022-12-09
82.3
best: 86.2 (PGMA-Net (ResNet-101))
SOTA
MSI: Maximize Support-Set Information for Few-Shot Segmentation arXiv:2212.04673
Few-Shot LearningonPASCAL-5i (1-Shot)
Mean IoU· 2022-12-09
70.1
best: 83.2 (SegGPT (ViT))
SOTA
MSI: Maximize Support-Set Information for Few-Shot Segmentation arXiv:2212.04673
Meta-LearningonPASCAL-5i (1-Shot)
FB-IoU· 2022-12-09
82.3
best: 86.2 (PGMA-Net (ResNet-101))
SOTA
MSI: Maximize Support-Set Information for Few-Shot Segmentation arXiv:2212.04673
Meta-LearningonPASCAL-5i (1-Shot)
Mean IoU· 2022-12-09
70.1
best: 83.2 (SegGPT (ViT))
SOTA
MSI: Maximize Support-Set Information for Few-Shot Segmentation arXiv:2212.04673
Few-Shot LearningonFSS-1000 (1-shot)
Mean IoU· 2022-12-09
90.6
best: 90.8 (DACM (ResNet-101))
MSI: Maximize Support-Set Information for Few-Shot Segmentation arXiv:2212.04673
Few-Shot LearningonCOCO-20i (1-shot)
Mean IoU· 2022-12-09
49.8
best: 59.4 (PGMA-Net (ResNet-101))
MSI: Maximize Support-Set Information for Few-Shot Segmentation arXiv:2212.04673
Meta-LearningonFSS-1000 (1-shot)
Mean IoU· 2022-12-09
90.6
best: 90.8 (DACM (ResNet-101))
MSI: Maximize Support-Set Information for Few-Shot Segmentation arXiv:2212.04673
Meta-LearningonCOCO-20i (1-shot)
Mean IoU· 2022-12-09
49.8
best: 59.4 (PGMA-Net (ResNet-101))
MSI: Maximize Support-Set Information for Few-Shot Segmentation arXiv:2212.04673

Computer Vision4 results

Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
FB-IoU· 2022-12-09
82.3
best: 86.2 (PGMA-Net (ResNet-101))
SOTA
MSI: Maximize Support-Set Information for Few-Shot Segmentation arXiv:2212.04673
Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
Mean IoU· 2022-12-09
70.1
best: 83.2 (SegGPT (ViT))
SOTA
MSI: Maximize Support-Set Information for Few-Shot Segmentation arXiv:2212.04673
Few-Shot Semantic SegmentationonFSS-1000 (1-shot)
Mean IoU· 2022-12-09
90.6
best: 90.8 (DACM (ResNet-101))
MSI: Maximize Support-Set Information for Few-Shot Segmentation arXiv:2212.04673
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
Mean IoU· 2022-12-09
49.8
best: 59.4 (PGMA-Net (ResNet-101))
MSI: Maximize Support-Set Information for Few-Shot Segmentation arXiv:2212.04673