Dense FixMatch: a simple semi-supervised learning method for pixel-wise prediction tasks

Benchmark Model Rank Results
semi-supervised-semantic-segmentation-on-15Dense FixMatch (DeepLabv3+ ResNet-101, over-sampling, single pass eval)#11Validation mIoU: 74.73%
semi-supervised-semantic-segmentation-on-15Dense FixMatch (DeepLabv3+ ResNet-50, over-sampling, single pass eval)#12Validation mIoU: 71.69%
semi-supervised-semantic-segmentation-on-2Dense FixMatch (DeepLabv3+ ResNet-101, uniform sampling, single pass eval)#19Validation mIoU: 73.91%
semi-supervised-semantic-segmentation-on-2Dense FixMatch (DeepLabv3+ ResNet-50, uniform sampling, single pass eval)#20Validation mIoU: 73.39%
semi-supervised-semantic-segmentation-on-21Dense FixMatch (DeepLabv3+ ResNet-101, over-sampling, single pass eval)#16Validation mIoU: 54.85
semi-supervised-semantic-segmentation-on-21Dense FixMatch (DeepLabv3+ ResNet-50, over-sampling, single pass eval)#17Validation mIoU: 52.15
semi-supervised-semantic-segmentation-on-22Dense FixMatch (DeepLabv3+ ResNet-101, over-sampling, single pass eval)#14Validation mIoU: 71.1%
semi-supervised-semantic-segmentation-on-22Dense FixMatch (DeepLabv3+ ResNet-50, uniform sampling, single pass eval)#15Validation mIoU: 70.65%
semi-supervised-semantic-segmentation-on-35Dense FixMatch (DeepLabv3+ ResNet-101, over-sampling, single pass eval)#2Validation mIoU: 66.97
semi-supervised-semantic-segmentation-on-35Dense FixMatch (DeepLabv3+ ResNet-50, over-sampling, single-pass eval)#3Validation mIoU: 65.81
semi-supervised-semantic-segmentation-on-4Dense FixMatch (DeepLabv3+ ResNet-101, over-sampling, single pass eval)#33Validation mIoU: 65.82%
semi-supervised-semantic-segmentation-on-4Dense FixMatch (DeepLabv3+ ResNet-50, over-sampling, single pass eval)#35Validation mIoU: 62.49%
semi-supervised-semantic-segmentation-on-9Dense FixMatch (DeepLabv3+ ResNet-101, over-sampling, single pass eval)#24Validation mIoU: 72.04
semi-supervised-semantic-segmentation-on-9Dense FixMatch (DeepLabv3+ ResNet-50, over-sampling, single pass eval)#25Validation mIoU: 69.02