LFNet

October 17, 2018 ยท View on GitHub

LFNet: A Novel Bidirectional Recurrent Convolutional Neural Network for Light-field Image Super-resolution

Yunlong Wang, Fei Liu, Kunbo Zhang, Guangqi Hou, Zhenan Sun, Tieniu Tan

@ARTICLE{LFNet_Wang_2018,

author={Y. Wang and F. Liu and K. Zhang and G. Hou and Z. Sun and T. Tan},

journal={IEEE Transactions on Image Processing},

title={LFNet: A Novel Bidirectional Recurrent Convolutional Neural Network for Light-Field Image Super-Resolution},

year={2018}, volume={27}, number={9}, pages={4274-4286},

doi={10.1109/TIP.2018.2834819}, ISSN={1057-7149}, month={Sept}}

webpage

Generate Datasets for Training LFNet

  • generate_LFNet_Train_RN.m for row network of LFNet
  • generate_LFNet_Train_CN.m for column network of LFNet

Train From Scratch

  • LFNet_Train_RN_With_IMsF.py for training row network of LFNet
  • LFNet_Train_CN_With_IMsF.py for training column network of LFNet

Pre-trained Models

  • 2x/3x/4x pre-trained models are supplied under the folder model.

Utilities

  • Find some useful functions in LF2Gif_SceneInFolder_for_LFNet.py, algo_evaluation_index_for_LFNet.py and so on.