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Models/RPMM

RPMM

Reported on 12 benchmarks across 3 tasks · 1 paper · 12 SOTA

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

Methodology8 results

Few-Shot LearningonCOCO-20i -> Pascal VOC (1-shot)
Mean IoU· 2020-08-10
49.6
best: 73.9 (MSDNet (ResNet-101))
SOTA
Prototype Mixture Models for Few-shot Semantic Segmentation arXiv:2008.03898
Few-Shot LearningonPASCAL-5i (10-Shot)
Mean IoU· 2020-08-10
57.6
best: 77.7 (DGPNet (ResNet-101))
SOTA
Prototype Mixture Models for Few-shot Semantic Segmentation arXiv:2008.03898
Few-Shot LearningonCOCO-20i (10-shot)
Mean IoU· 2020-08-10
33.1
best: 60.2 (DGPNet (ResNet-101))
SOTA
Prototype Mixture Models for Few-shot Semantic Segmentation arXiv:2008.03898
Few-Shot LearningonCOCO-20i -> Pascal VOC (5-shot)
Mean IoU· 2020-08-10
53.8
best: 79.3 (FPTrans (DeiT-B/16))
SOTA
Prototype Mixture Models for Few-shot Semantic Segmentation arXiv:2008.03898
Meta-LearningonCOCO-20i -> Pascal VOC (1-shot)
Mean IoU· 2020-08-10
49.6
best: 73.9 (MSDNet (ResNet-101))
SOTA
Prototype Mixture Models for Few-shot Semantic Segmentation arXiv:2008.03898
Meta-LearningonPASCAL-5i (10-Shot)
Mean IoU· 2020-08-10
57.6
best: 77.7 (DGPNet (ResNet-101))
SOTA
Prototype Mixture Models for Few-shot Semantic Segmentation arXiv:2008.03898
Meta-LearningonCOCO-20i (10-shot)
Mean IoU· 2020-08-10
33.1
best: 60.2 (DGPNet (ResNet-101))
SOTA
Prototype Mixture Models for Few-shot Semantic Segmentation arXiv:2008.03898
Meta-LearningonCOCO-20i -> Pascal VOC (5-shot)
Mean IoU· 2020-08-10
53.8
best: 79.3 (FPTrans (DeiT-B/16))
SOTA
Prototype Mixture Models for Few-shot Semantic Segmentation arXiv:2008.03898

Computer Vision4 results

Few-Shot Semantic SegmentationonCOCO-20i -> Pascal VOC (1-shot)
Mean IoU· 2020-08-10
49.6
best: 73.9 (MSDNet (ResNet-101))
SOTA
Prototype Mixture Models for Few-shot Semantic Segmentation arXiv:2008.03898
Few-Shot Semantic SegmentationonPASCAL-5i (10-Shot)
Mean IoU· 2020-08-10
57.6
best: 77.7 (DGPNet (ResNet-101))
SOTA
Prototype Mixture Models for Few-shot Semantic Segmentation arXiv:2008.03898
Few-Shot Semantic SegmentationonCOCO-20i (10-shot)
Mean IoU· 2020-08-10
33.1
best: 60.2 (DGPNet (ResNet-101))
SOTA
Prototype Mixture Models for Few-shot Semantic Segmentation arXiv:2008.03898
Few-Shot Semantic SegmentationonCOCO-20i -> Pascal VOC (5-shot)
Mean IoU· 2020-08-10
53.8
best: 79.3 (FPTrans (DeiT-B/16))
SOTA
Prototype Mixture Models for Few-shot Semantic Segmentation arXiv:2008.03898