Fast Neural Style for Image Style Transform by Pytorch

Related tags

Deep Learning deep-learning pytorch neural-style fast-neural-style
Overview

FastNeuralStyle by Pytorch

Fast Neural Style for Image Style Transform by Pytorch

This is famous Fast Neural Style of Paper Perceptual Losses for Real-Time Style Transfer and Super-Resolution of Feifei Li.

Result

Style Image Origin Image Generated Image
style style style
style style style

How to Run

Train and Test

Training DataSet

I Strongly Recommend you to download coco80k 2014 dataset from coco80k 2014 (This is also used by the original paper)

You can use your own huge image dataset as well

Configure

put dataset under ./dataset, the folder will looks like

dataset 
 --train2014
 --put_coco_train_here

Run

train 
python train.py -h

test
python go.py -h

Pretrained Model

models are saved in ./model folder by default.

I also release two pretrained model .

wave.model

You can download and put it under ./model folder

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Comments
  • fail to load vgg-model

    fail to load vgg-model

    i am trying to load the vgg16 model however, it seems not work

    here is some information i got from system

    Traceback (most recent call last): File "train_philm.py", line 54, in utils.init_vgg16() File "/home/liyunkai/program/pytorch/FastNeuralStyle/utils.py", line 17, in init_vgg16 dst[:] = src[:] File "/home/liyunkai/local/anaconda2/lib/python2.7/site-packages/torch/autograd/variable.py", line 82, in setitem return SetItem(key, value)(self) RuntimeError: a leaf Variable that requires grad has been used in an in-place operation.

    Has anyone run this project successfully?

    opened by yunkaili 1
Owner
Bengxy
Programmer
Bengxy
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