Model | Backbone | Model size | Epoches | mIOU |
---|---|---|---|---|
Deeplab | ResNet 18 | 16.6 | 120 | 67/50 % |
Deeplab | ResNet 101 | 59.3M | 120 | 74/08 % |
Teacher | Student | Loss | mIOU |
---|---|---|---|
ResNet 101 | ResNet 18 | CE + grad_based | 67/79 % |
ResNet 101 | ResNet 18 | CE + Logits | 68/67 % |
ResNet 101 | ResNet 18 | CE + feature_maps | 69/15 % |
ResNet 101 | ResNet 18 | CE + feature_maps + Logits | 69/38 % |
Download following pre-trained teacher network and put it into ./Segmentation/pretrained
directory
measure performance on test set with Pascal VOC evaluation server.