数字图像处理项目调研

基于 CNN 的无参考数字图像评价

install scripts

conda create -n cnn_iqa h5py==2.7.1 numpy==1.14.2 PyYAML==3.12 scipy==1.0.1
conda install pytorch-cpu torchvision-cpu -c pytorch
conda install tensorflow
pip install tensorboardX
git clone https://github.com/pytorch/ignite.git
cd ignite
python setup.py install

live database

http://live.ece.utexas.edu/research/quality/subjective.htm

使用databaserelease2, 解压密码是livedatabase2005

training

python main.py --exp_id=0 --database=LIVE --model=CNNIQAplusplus

运行过程中报错:BrokenPipeError: [Errno 32] Broken pipe