torchfcn 1.9.4

PyTorch Implementation of Fully Convolutional Networks.

pytorch-fcn

PyTorch implementation of Fully Convolutional Networks.

Requirements

• pytorch >= 0.2.0
• torchvision >= 0.1.8
• fcn >= 6.1.5
• Pillow
• scipy
• tqdm

Installation

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

# or

pip install torchfcn

Training

See VOC example.

Accuracy

At 10fdec9.

Model	Implementation	epoch	iteration	Mean IU	Pretrained Model
FCN32s	Original	-	-	63.63	Download
FCN32s	Ours	11	96000	62.84
FCN16s	Original	-	-	65.01	Download
FCN16s	Ours	11	96000	64.91
FCN8s	Original	-	-	65.51	Download
FCN8s	Ours	7	60000	65.49
FCN8sAtOnce	Original	-	-	65.40	Download
FCN8sAtOnce	Ours	11	96000	64.74

Visualization of validation result of FCN8s.