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pytorch-fcn
PyTorch implementation of Fully Convolutional Networks.
Requirements
Installation
git clone https://github.com/wkentaro/pytorch-fcn.gitcd pytorch-fcn
conda install pytorch torchvision -c pytorch
pip install .
Training
See VOC example.
Accuracy
At 10fdec9
.
| Model | Implementation | epoch | iteration | Mean IU | |:-----:|:--------------:|:-------:|:-----------:|:-------:| |FCN32s | Original | - | - | 63.63 | |FCN32s | Ours |11 | 96000 | 62.84 | |FCN16s | Original | - | - | 65.01 | |FCN16s | Ours |11 | 96000 | 64.91 | |FCN8s | Original | - | - | 65.51 | |FCN8s | Ours | 7 | 60000 | 65.49 | |FCN8sAtOnce | Original | - | - | 65.40 | |FCN8sAtOnce | Ours |11 | 96000 | 64.74 |
Visualization of validation result of FCN8s.