Bootstrapping Semantic Segmentation with Regional Contrast

Benchmark Model Rank Results
semi-supervised-semantic-segmentation-on-cityscapes-100-samples-labeledReCo (DeepLab v3+ with ResNet-101 backbone, ImageNet pretrained)#6Validation mIoU: 60.28%
semi-supervised-semantic-segmentation-on-cityscapes-100-samples-labeledReCo (DeepLab v2 with ResNet-101 backbone, ImageNet pretrained)#9Validation mIoU: 56.53%
semi-supervised-semantic-segmentation-on-cityscapes-12-5-labeledReCo (DeepLab v3+ with ResNet-101 backbone, ImageNet pretrained)#23Validation mIoU: 66.44%
semi-supervised-semantic-segmentation-on-cityscapes-12-5-labeledReCo (DeepLab v2 with ResNet-101 backbone, ImageNet pretrained)#25Validation mIoU: 64.94%
semi-supervised-semantic-segmentation-on-cityscapes-25-labeledReCo (DeepLab v3+ with ResNet-101 backbone, ImageNet pretrained)#21Validation mIoU: 68.50%
semi-supervised-semantic-segmentation-on-cityscapes-25-labeledReCo (DeepLab v2 with ResNet-101 backbone, ImageNet pretrained)#22Validation mIoU: 67.53%
semi-supervised-semantic-segmentation-on-cityscapes-50-labeledReCo (DeepLab v2 with ResNet-101 backbone, ImageNet pretrained)#20Validation mIoU: 68.69%
semi-supervised-semantic-segmentation-on-pascal-voc-2012-1-labeledReCo (DeepLab v3+ with ResNet-101 backbone, ImageNet pre-trained)#1Validation mIoU: 63.60%
semi-supervised-semantic-segmentation-on-pascal-voc-2012-1-labeledReCo (DeepLab v2 with ResNet-101 backbone, ImageNet pre-trained)#2Validation mIoU: 63.16%
semi-supervised-semantic-segmentation-on-pascal-voc-2012-12-5-labeledReCo#29Validation mIoU: 71.00%
semi-supervised-semantic-segmentation-on-pascal-voc-2012-2-labeledReCo (DeepLab v3+ with ResNet-101 backbone, ImageNet pretrained)#1Validation mIoU: 72.14%
semi-supervised-semantic-segmentation-on-pascal-voc-2012-2-labeledReCo (DeepLab v2 with ResNet-101 backbone, ImageNet pretrained)#5Validation mIoU: 66.41%
semi-supervised-semantic-segmentation-on-pascal-voc-2012-5-labeledReCo (DeepLab v3+ with ResNet-101 backbone, ImageNet pretrained)#1Validation mIoU: 73.66%
semi-supervised-semantic-segmentation-on-pascal-voc-2012-5-labeledReCo (DeepLab v2 with ResNet-101 backbone, ImageNet pretrained)#7Validation mIoU: 68.85%