sanketloke / pytorch-fcn

PyTorch Implementation of Fully Convolutional Networks.

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pytorch-fcn

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PyTorch implementation of Fully Convolutional Networks.

Requirements

Installation

git clone https://github.com/wkentaro/pytorch-fcn.git
cd 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.

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PyTorch Implementation of Fully Convolutional Networks.


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