Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning

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Benchmark Model Rank Results
few-shot-semantic-segmentation-on-coco-20i-1BAM (SVF, ResNet-50)#13Mean IoU: 48.47
few-shot-semantic-segmentation-on-coco-20i-1PFENet (SVF, ResNet-50)#15Mean IoU: 48.02
few-shot-semantic-segmentation-on-coco-20i-1BAM (SVF, VGG-16)#34Mean IoU: 43.76
few-shot-semantic-segmentation-on-coco-20i-1PFENet (SVF, VGG-16)#46Mean IoU: 42.24
few-shot-semantic-segmentation-on-coco-20i-5PFENet (SVF, ResNet-50)#18Mean IoU: 54.38
few-shot-semantic-segmentation-on-coco-20i-5BAM (SVF, ResNet-50)#20Mean IoU: 53.87
few-shot-semantic-segmentation-on-coco-20i-5PFENet (SVF, VGG-16)#37Mean IoU: 49.49
few-shot-semantic-segmentation-on-coco-20i-5BAM (SVF, VGG-16)#40Mean IoU: 49.07
few-shot-semantic-segmentation-on-pascal-5i-1BAM (SVF, ResNet-50)#12Mean IoU: 68.95FB-IoU: 80.13
few-shot-semantic-segmentation-on-pascal-5i-1PFENet (SVF, ResNet-50)#17Mean IoU: 68.15FB-IoU: 79.07
few-shot-semantic-segmentation-on-pascal-5i-1BAM (SVF, VGG-16)#43Mean IoU: 64.87
few-shot-semantic-segmentation-on-pascal-5i-1PFENet (SVF, VGG-16)#49Mean IoU: 64.33
few-shot-semantic-segmentation-on-pascal-5i-5BAM (SVF, ResNet-50)#15Mean IoU: 72.28FB-IoU: 83.17
few-shot-semantic-segmentation-on-pascal-5i-5PFENet (SVF, ResNet-50)#18Mean IoU: 71.82FB-IoU: 82.77
few-shot-semantic-segmentation-on-pascal-5i-5PFENet (SVF, VGG-16)#38Mean IoU: 69.8
few-shot-semantic-segmentation-on-pascal-5i-5BAM (SVF, VGG-16)#46Mean IoU: 69.11

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