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Models/GF-SAM (DINOv2)

GF-SAM (DINOv2)

Reported on 18 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.

Methodology12 results

Few-Shot LearningonFSS-1000 (5-shot)
Mean IoU· 2024-10-09
88.9
best: 91.7 (DACM (ResNet-101))
Bridge the Points: Graph-based Few-shot Segment Anything Semantically arXiv:2410.06964
Few-Shot LearningonCOCO-20i (5-shot)
Mean IoU· 2024-10-09
66.8
best: 67.9 (SegGPT (ViT))
Bridge the Points: Graph-based Few-shot Segment Anything Semantically arXiv:2410.06964
Few-Shot LearningonFSS-1000 (1-shot)
Mean IoU· 2024-10-09
88
best: 90.8 (DACM (ResNet-101))
Bridge the Points: Graph-based Few-shot Segment Anything Semantically arXiv:2410.06964
Few-Shot LearningonPASCAL-5i (1-Shot)
Mean IoU· 2024-10-09
72.1
best: 83.2 (SegGPT (ViT))
Bridge the Points: Graph-based Few-shot Segment Anything Semantically arXiv:2410.06964
Few-Shot LearningonCOCO-20i (1-shot)
Mean IoU· 2024-10-09
58.7
best: 59.4 (PGMA-Net (ResNet-101))
Bridge the Points: Graph-based Few-shot Segment Anything Semantically arXiv:2410.06964
Few-Shot LearningonPASCAL-5i (5-Shot)
Mean IoU· 2024-10-09
82.6
best: 89.8 (SegGPT (ViT))
Bridge the Points: Graph-based Few-shot Segment Anything Semantically arXiv:2410.06964
Meta-LearningonFSS-1000 (5-shot)
Mean IoU· 2024-10-09
88.9
best: 91.7 (DACM (ResNet-101))
Bridge the Points: Graph-based Few-shot Segment Anything Semantically arXiv:2410.06964
Meta-LearningonCOCO-20i (5-shot)
Mean IoU· 2024-10-09
66.8
best: 67.9 (SegGPT (ViT))
Bridge the Points: Graph-based Few-shot Segment Anything Semantically arXiv:2410.06964
Meta-LearningonFSS-1000 (1-shot)
Mean IoU· 2024-10-09
88
best: 90.8 (DACM (ResNet-101))
Bridge the Points: Graph-based Few-shot Segment Anything Semantically arXiv:2410.06964
Meta-LearningonPASCAL-5i (1-Shot)
Mean IoU· 2024-10-09
72.1
best: 83.2 (SegGPT (ViT))
Bridge the Points: Graph-based Few-shot Segment Anything Semantically arXiv:2410.06964
Meta-LearningonCOCO-20i (1-shot)
Mean IoU· 2024-10-09
58.7
best: 59.4 (PGMA-Net (ResNet-101))
Bridge the Points: Graph-based Few-shot Segment Anything Semantically arXiv:2410.06964
Meta-LearningonPASCAL-5i (5-Shot)
Mean IoU· 2024-10-09
82.6
best: 89.8 (SegGPT (ViT))
Bridge the Points: Graph-based Few-shot Segment Anything Semantically arXiv:2410.06964

Computer Vision6 results

Few-Shot Semantic SegmentationonFSS-1000 (5-shot)
Mean IoU· 2024-10-09
88.9
best: 91.7 (DACM (ResNet-101))
Bridge the Points: Graph-based Few-shot Segment Anything Semantically arXiv:2410.06964
Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
Mean IoU· 2024-10-09
66.8
best: 67.9 (SegGPT (ViT))
Bridge the Points: Graph-based Few-shot Segment Anything Semantically arXiv:2410.06964
Few-Shot Semantic SegmentationonFSS-1000 (1-shot)
Mean IoU· 2024-10-09
88
best: 90.8 (DACM (ResNet-101))
Bridge the Points: Graph-based Few-shot Segment Anything Semantically arXiv:2410.06964
Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
Mean IoU· 2024-10-09
72.1
best: 83.2 (SegGPT (ViT))
Bridge the Points: Graph-based Few-shot Segment Anything Semantically arXiv:2410.06964
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
Mean IoU· 2024-10-09
58.7
best: 59.4 (PGMA-Net (ResNet-101))
Bridge the Points: Graph-based Few-shot Segment Anything Semantically arXiv:2410.06964
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
Mean IoU· 2024-10-09
82.6
best: 89.8 (SegGPT (ViT))
Bridge the Points: Graph-based Few-shot Segment Anything Semantically arXiv:2410.06964