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Models/MIANet (VGG-16)

MIANet (VGG-16)

Reported on 24 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.

Methodology16 results

Few-Shot LearningonCOCO-20i (5-shot)
FB-IoU· 2023-05-23
73.81
best: 79.4 (PGMA-Net (ResNet-101))
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation arXiv:2305.13864
Few-Shot LearningonCOCO-20i (5-shot)
Mean IoU· 2023-05-23
51.03
best: 67.9 (SegGPT (ViT))
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation arXiv:2305.13864
Few-Shot LearningonPASCAL-5i (1-Shot)
FB-IoU· 2023-05-23
79.22
best: 86.2 (PGMA-Net (ResNet-101))
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation arXiv:2305.13864
Few-Shot LearningonPASCAL-5i (1-Shot)
Mean IoU· 2023-05-23
67.1
best: 83.2 (SegGPT (ViT))
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation arXiv:2305.13864
Few-Shot LearningonCOCO-20i (1-shot)
FB-IoU· 2023-05-23
71.01
best: 78.5 (PGMA-Net (ResNet-101))
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation arXiv:2305.13864
Few-Shot LearningonCOCO-20i (1-shot)
Mean IoU· 2023-05-23
45.69
best: 59.4 (PGMA-Net (ResNet-101))
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation arXiv:2305.13864
Few-Shot LearningonPASCAL-5i (5-Shot)
FB-IoU· 2023-05-23
82.69
best: 86.9 (PGMA-Net (ResNet-101))
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation arXiv:2305.13864
Few-Shot LearningonPASCAL-5i (5-Shot)
Mean IoU· 2023-05-23
71.99
best: 89.8 (SegGPT (ViT))
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation arXiv:2305.13864
Meta-LearningonCOCO-20i (5-shot)
FB-IoU· 2023-05-23
73.81
best: 79.4 (PGMA-Net (ResNet-101))
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation arXiv:2305.13864
Meta-LearningonCOCO-20i (5-shot)
Mean IoU· 2023-05-23
51.03
best: 67.9 (SegGPT (ViT))
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation arXiv:2305.13864
Meta-LearningonPASCAL-5i (1-Shot)
FB-IoU· 2023-05-23
79.22
best: 86.2 (PGMA-Net (ResNet-101))
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation arXiv:2305.13864
Meta-LearningonPASCAL-5i (1-Shot)
Mean IoU· 2023-05-23
67.1
best: 83.2 (SegGPT (ViT))
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation arXiv:2305.13864
Meta-LearningonCOCO-20i (1-shot)
FB-IoU· 2023-05-23
71.01
best: 78.5 (PGMA-Net (ResNet-101))
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation arXiv:2305.13864
Meta-LearningonCOCO-20i (1-shot)
Mean IoU· 2023-05-23
45.69
best: 59.4 (PGMA-Net (ResNet-101))
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation arXiv:2305.13864
Meta-LearningonPASCAL-5i (5-Shot)
FB-IoU· 2023-05-23
82.69
best: 86.9 (PGMA-Net (ResNet-101))
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation arXiv:2305.13864
Meta-LearningonPASCAL-5i (5-Shot)
Mean IoU· 2023-05-23
71.99
best: 89.8 (SegGPT (ViT))
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation arXiv:2305.13864

Computer Vision8 results

Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
FB-IoU· 2023-05-23
73.81
best: 79.4 (PGMA-Net (ResNet-101))
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation arXiv:2305.13864
Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
Mean IoU· 2023-05-23
51.03
best: 67.9 (SegGPT (ViT))
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation arXiv:2305.13864
Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
FB-IoU· 2023-05-23
79.22
best: 86.2 (PGMA-Net (ResNet-101))
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation arXiv:2305.13864
Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
Mean IoU· 2023-05-23
67.1
best: 83.2 (SegGPT (ViT))
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation arXiv:2305.13864
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
FB-IoU· 2023-05-23
71.01
best: 78.5 (PGMA-Net (ResNet-101))
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation arXiv:2305.13864
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
Mean IoU· 2023-05-23
45.69
best: 59.4 (PGMA-Net (ResNet-101))
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation arXiv:2305.13864
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
FB-IoU· 2023-05-23
82.69
best: 86.9 (PGMA-Net (ResNet-101))
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation arXiv:2305.13864
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
Mean IoU· 2023-05-23
71.99
best: 89.8 (SegGPT (ViT))
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation arXiv:2305.13864