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Models/DACM (VAT, ResNet-101)

DACM (VAT, 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 LearningonPASCAL-5i (1-Shot)
FB-IoU· 2022-07-30
79.4
best: 86.2 (PGMA-Net (ResNet-101))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Few-Shot LearningonPASCAL-5i (1-Shot)
Mean IoU· 2022-07-30
69.1
best: 83.2 (SegGPT (ViT))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Few-Shot LearningonPASCAL-5i (5-Shot)
FB-IoU· 2022-07-30
83.1
best: 86.9 (PGMA-Net (ResNet-101))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Few-Shot LearningonPASCAL-5i (5-Shot)
Mean IoU· 2022-07-30
73.3
best: 89.8 (SegGPT (ViT))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Meta-LearningonPASCAL-5i (1-Shot)
FB-IoU· 2022-07-30
79.4
best: 86.2 (PGMA-Net (ResNet-101))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Meta-LearningonPASCAL-5i (1-Shot)
Mean IoU· 2022-07-30
69.1
best: 83.2 (SegGPT (ViT))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Meta-LearningonPASCAL-5i (5-Shot)
FB-IoU· 2022-07-30
83.1
best: 86.9 (PGMA-Net (ResNet-101))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Meta-LearningonPASCAL-5i (5-Shot)
Mean IoU· 2022-07-30
73.3
best: 89.8 (SegGPT (ViT))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306

Computer Vision4 results

Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
FB-IoU· 2022-07-30
79.4
best: 86.2 (PGMA-Net (ResNet-101))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
Mean IoU· 2022-07-30
69.1
best: 83.2 (SegGPT (ViT))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
FB-IoU· 2022-07-30
83.1
best: 86.9 (PGMA-Net (ResNet-101))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
Mean IoU· 2022-07-30
73.3
best: 89.8 (SegGPT (ViT))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306