This is a tensorflow implementation of the network in "Bosse S, Maniry D, Müller K R, et al. Deep Neural Networks for No-Reference and Full-Reference Image Quality Assessment[J]. arXiv preprint arXiv:1612.01697, 2016." . We only reproduce the weighted FR network here. Refer to dmaniry/deepIQA for official source codes.
For the code in src
- Python 3.5
- TensorFlow 1.0
- Anaconda3
- Windows 10
For the code in src_tid2013_cluster
- Python 2.7
- TensorFlow 1.0
- CentOS 6.5
We repeat 20 times on tid2013.
Note:
- the reference images and the epoch are indexed from 0.
- the metric includes MAE/SROCC/KROCC/PLCC/RMSE.
- complement the experiments on tid2013.