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Models/DACM (ResNet-50)

DACM (ResNet-50)

Reported on 30 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.

Methodology20 results

Few-Shot LearningonFSS-1000 (5-shot)
Mean IoU· 2022-07-30
91.6
best: 91.7 (DACM (ResNet-101))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Few-Shot LearningonCOCO-20i (5-shot)
FB-IoU· 2022-07-30
71.6
best: 79.4 (PGMA-Net (ResNet-101))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Few-Shot LearningonCOCO-20i (5-shot)
Mean IoU· 2022-07-30
48.1
best: 67.9 (SegGPT (ViT))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Few-Shot LearningonFSS-1000 (1-shot)
Mean IoU· 2022-07-30
90.7
best: 90.8 (DACM (ResNet-101))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Few-Shot LearningonPASCAL-5i (1-Shot)
FB-IoU· 2022-07-30
77.8
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
65.7
best: 83.2 (SegGPT (ViT))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Few-Shot LearningonCOCO-20i (1-shot)
FB-IoU· 2022-07-30
68.9
best: 78.5 (PGMA-Net (ResNet-101))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Few-Shot LearningonCOCO-20i (1-shot)
Mean IoU· 2022-07-30
40.6
best: 59.4 (PGMA-Net (ResNet-101))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Few-Shot LearningonPASCAL-5i (5-Shot)
FB-IoU· 2022-07-30
81.3
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
70.9
best: 89.8 (SegGPT (ViT))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Meta-LearningonFSS-1000 (5-shot)
Mean IoU· 2022-07-30
91.6
best: 91.7 (DACM (ResNet-101))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Meta-LearningonCOCO-20i (5-shot)
FB-IoU· 2022-07-30
71.6
best: 79.4 (PGMA-Net (ResNet-101))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Meta-LearningonCOCO-20i (5-shot)
Mean IoU· 2022-07-30
48.1
best: 67.9 (SegGPT (ViT))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Meta-LearningonFSS-1000 (1-shot)
Mean IoU· 2022-07-30
90.7
best: 90.8 (DACM (ResNet-101))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Meta-LearningonPASCAL-5i (1-Shot)
FB-IoU· 2022-07-30
77.8
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
65.7
best: 83.2 (SegGPT (ViT))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Meta-LearningonCOCO-20i (1-shot)
FB-IoU· 2022-07-30
68.9
best: 78.5 (PGMA-Net (ResNet-101))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Meta-LearningonCOCO-20i (1-shot)
Mean IoU· 2022-07-30
40.6
best: 59.4 (PGMA-Net (ResNet-101))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Meta-LearningonPASCAL-5i (5-Shot)
FB-IoU· 2022-07-30
81.3
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
70.9
best: 89.8 (SegGPT (ViT))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306

Computer Vision10 results

Few-Shot Semantic SegmentationonFSS-1000 (5-shot)
Mean IoU· 2022-07-30
91.6
best: 91.7 (DACM (ResNet-101))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
FB-IoU· 2022-07-30
71.6
best: 79.4 (PGMA-Net (ResNet-101))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
Mean IoU· 2022-07-30
48.1
best: 67.9 (SegGPT (ViT))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Few-Shot Semantic SegmentationonFSS-1000 (1-shot)
Mean IoU· 2022-07-30
90.7
best: 90.8 (DACM (ResNet-101))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
FB-IoU· 2022-07-30
77.8
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
65.7
best: 83.2 (SegGPT (ViT))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
FB-IoU· 2022-07-30
68.9
best: 78.5 (PGMA-Net (ResNet-101))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
Mean IoU· 2022-07-30
40.6
best: 59.4 (PGMA-Net (ResNet-101))
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
81.3
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
70.9
best: 89.8 (SegGPT (ViT))
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation arXiv:2208.00306