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Models/DGPNet (ResNet-101)

DGPNet (ResNet-101)

Reported on 24 benchmarks across 3 tasks · 1 paper · 21 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)
Mean IoU· 2021-10-07
57.9
best: 67.9 (SegGPT (ViT))
SOTA
Dense Gaussian Processes for Few-Shot Segmentation arXiv:2110.03674
Few-Shot LearningonCOCO-20i -> Pascal VOC (1-shot)
Mean IoU· 2021-10-07
70.1
best: 73.9 (MSDNet (ResNet-101))
SOTA
Dense Gaussian Processes for Few-Shot Segmentation arXiv:2110.03674
Few-Shot LearningonPASCAL-5i (10-Shot)
Mean IoU· 2021-10-07
77.7
SOTA
Dense Gaussian Processes for Few-Shot Segmentation arXiv:2110.03674
Few-Shot LearningonCOCO-20i (10-shot)
Mean IoU· 2021-10-07
60.2
SOTA
Dense Gaussian Processes for Few-Shot Segmentation arXiv:2110.03674
Few-Shot LearningonCOCO-20i (1-shot)
Mean IoU· 2021-10-07
46.7
best: 59.4 (PGMA-Net (ResNet-101))
SOTA
Dense Gaussian Processes for Few-Shot Segmentation arXiv:2110.03674
Few-Shot LearningonPASCAL-5i (5-Shot)
Mean IoU· 2021-10-07
75.4
best: 89.8 (SegGPT (ViT))
SOTA
Dense Gaussian Processes for Few-Shot Segmentation arXiv:2110.03674
Few-Shot LearningonCOCO-20i -> Pascal VOC (5-shot)
Mean IoU· 2021-10-07
78.5
best: 79.3 (FPTrans (DeiT-B/16))
SOTA
Dense Gaussian Processes for Few-Shot Segmentation arXiv:2110.03674
Meta-LearningonCOCO-20i (5-shot)
Mean IoU· 2021-10-07
57.9
best: 67.9 (SegGPT (ViT))
SOTA
Dense Gaussian Processes for Few-Shot Segmentation arXiv:2110.03674
Meta-LearningonCOCO-20i -> Pascal VOC (1-shot)
Mean IoU· 2021-10-07
70.1
best: 73.9 (MSDNet (ResNet-101))
SOTA
Dense Gaussian Processes for Few-Shot Segmentation arXiv:2110.03674
Meta-LearningonPASCAL-5i (10-Shot)
Mean IoU· 2021-10-07
77.7
SOTA
Dense Gaussian Processes for Few-Shot Segmentation arXiv:2110.03674
Meta-LearningonCOCO-20i (10-shot)
Mean IoU· 2021-10-07
60.2
SOTA
Dense Gaussian Processes for Few-Shot Segmentation arXiv:2110.03674
Meta-LearningonCOCO-20i (1-shot)
Mean IoU· 2021-10-07
46.7
best: 59.4 (PGMA-Net (ResNet-101))
SOTA
Dense Gaussian Processes for Few-Shot Segmentation arXiv:2110.03674
Meta-LearningonPASCAL-5i (5-Shot)
Mean IoU· 2021-10-07
75.4
best: 89.8 (SegGPT (ViT))
SOTA
Dense Gaussian Processes for Few-Shot Segmentation arXiv:2110.03674
Meta-LearningonCOCO-20i -> Pascal VOC (5-shot)
Mean IoU· 2021-10-07
78.5
best: 79.3 (FPTrans (DeiT-B/16))
SOTA
Dense Gaussian Processes for Few-Shot Segmentation arXiv:2110.03674
Few-Shot LearningonPASCAL-5i (1-Shot)
Mean IoU· 2021-10-07
64.8
best: 83.2 (SegGPT (ViT))
Dense Gaussian Processes for Few-Shot Segmentation arXiv:2110.03674
Meta-LearningonPASCAL-5i (1-Shot)
Mean IoU· 2021-10-07
64.8
best: 83.2 (SegGPT (ViT))
Dense Gaussian Processes for Few-Shot Segmentation arXiv:2110.03674

Computer Vision8 results

Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
Mean IoU· 2021-10-07
57.9
best: 67.9 (SegGPT (ViT))
SOTA
Dense Gaussian Processes for Few-Shot Segmentation arXiv:2110.03674
Few-Shot Semantic SegmentationonCOCO-20i -> Pascal VOC (1-shot)
Mean IoU· 2021-10-07
70.1
best: 73.9 (MSDNet (ResNet-101))
SOTA
Dense Gaussian Processes for Few-Shot Segmentation arXiv:2110.03674
Few-Shot Semantic SegmentationonPASCAL-5i (10-Shot)
Mean IoU· 2021-10-07
77.7
SOTA
Dense Gaussian Processes for Few-Shot Segmentation arXiv:2110.03674
Few-Shot Semantic SegmentationonCOCO-20i (10-shot)
Mean IoU· 2021-10-07
60.2
SOTA
Dense Gaussian Processes for Few-Shot Segmentation arXiv:2110.03674
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
Mean IoU· 2021-10-07
46.7
best: 59.4 (PGMA-Net (ResNet-101))
SOTA
Dense Gaussian Processes for Few-Shot Segmentation arXiv:2110.03674
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
Mean IoU· 2021-10-07
75.4
best: 89.8 (SegGPT (ViT))
SOTA
Dense Gaussian Processes for Few-Shot Segmentation arXiv:2110.03674
Few-Shot Semantic SegmentationonCOCO-20i -> Pascal VOC (5-shot)
Mean IoU· 2021-10-07
78.5
best: 79.3 (FPTrans (DeiT-B/16))
SOTA
Dense Gaussian Processes for Few-Shot Segmentation arXiv:2110.03674
Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
Mean IoU· 2021-10-07
64.8
best: 83.2 (SegGPT (ViT))
Dense Gaussian Processes for Few-Shot Segmentation arXiv:2110.03674