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Models/PGMA-Net (ResNet-101)

PGMA-Net (ResNet-101)

Reported on 24 benchmarks across 3 tasks · 1 paper · 15 SOTA

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

Methodology16 results

Few-Shot LearningonCOCO-20i (5-shot)
FB-IoU· 2023-08-15
79.4
SOTA
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond arXiv:2308.07539
Few-Shot LearningonPASCAL-5i (1-Shot)
FB-IoU· 2023-08-15
86.2
SOTA
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond arXiv:2308.07539
Few-Shot LearningonCOCO-20i (1-shot)
FB-IoU· 2023-08-15
78.5
SOTA
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond arXiv:2308.07539
Few-Shot LearningonCOCO-20i (1-shot)
Mean IoU· 2023-08-15
59.4
SOTA
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond arXiv:2308.07539
Few-Shot LearningonPASCAL-5i (5-Shot)
FB-IoU· 2023-08-15
86.9
SOTA
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond arXiv:2308.07539
Meta-LearningonCOCO-20i (5-shot)
FB-IoU· 2023-08-15
79.4
SOTA
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond arXiv:2308.07539
Meta-LearningonPASCAL-5i (1-Shot)
FB-IoU· 2023-08-15
86.2
SOTA
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond arXiv:2308.07539
Meta-LearningonCOCO-20i (1-shot)
FB-IoU· 2023-08-15
78.5
SOTA
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond arXiv:2308.07539
Meta-LearningonCOCO-20i (1-shot)
Mean IoU· 2023-08-15
59.4
SOTA
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond arXiv:2308.07539
Meta-LearningonPASCAL-5i (5-Shot)
FB-IoU· 2023-08-15
86.9
SOTA
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond arXiv:2308.07539
Few-Shot LearningonCOCO-20i (5-shot)
Mean IoU· 2023-08-15
61.8
best: 67.9 (SegGPT (ViT))
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond arXiv:2308.07539
Few-Shot LearningonPASCAL-5i (1-Shot)
Mean IoU· 2023-08-15
77.6
best: 83.2 (SegGPT (ViT))
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond arXiv:2308.07539
Few-Shot LearningonPASCAL-5i (5-Shot)
Mean IoU· 2023-08-15
78.6
best: 89.8 (SegGPT (ViT))
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond arXiv:2308.07539
Meta-LearningonCOCO-20i (5-shot)
Mean IoU· 2023-08-15
61.8
best: 67.9 (SegGPT (ViT))
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond arXiv:2308.07539
Meta-LearningonPASCAL-5i (1-Shot)
Mean IoU· 2023-08-15
77.6
best: 83.2 (SegGPT (ViT))
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond arXiv:2308.07539
Meta-LearningonPASCAL-5i (5-Shot)
Mean IoU· 2023-08-15
78.6
best: 89.8 (SegGPT (ViT))
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond arXiv:2308.07539

Computer Vision8 results

Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
FB-IoU· 2023-08-15
79.4
SOTA
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond arXiv:2308.07539
Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
FB-IoU· 2023-08-15
86.2
SOTA
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond arXiv:2308.07539
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
FB-IoU· 2023-08-15
78.5
SOTA
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond arXiv:2308.07539
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
Mean IoU· 2023-08-15
59.4
SOTA
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond arXiv:2308.07539
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
FB-IoU· 2023-08-15
86.9
SOTA
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond arXiv:2308.07539
Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
Mean IoU· 2023-08-15
61.8
best: 67.9 (SegGPT (ViT))
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond arXiv:2308.07539
Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
Mean IoU· 2023-08-15
77.6
best: 83.2 (SegGPT (ViT))
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond arXiv:2308.07539
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
Mean IoU· 2023-08-15
78.6
best: 89.8 (SegGPT (ViT))
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond arXiv:2308.07539