donggong1 / gradact-deblurring

gradact-deblurring

Blind Image Deblurring via Automatic Gradient Activation
Dong Gong, Mingkui Tan, Yanning Zhang, Anton van den Hengel, and Qinfeng Shi
[Paper]

• This package is an implemenation and upgrade for the paper:

Blind Image Deconvolution by Automatic Gradient Activation
Dong Gong, Mingkui Tan, Yanning Zhang, Anton van den Hengel, Qinfeng Shi
In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016.
[Paper]

The upgraded version of the paper and theoretical proof will also be released soon.

Overview of the algorithm

Usage

• MATLAB is required.
• Preparing the data.
• Running the scripts:
  • Running script_test_levin_data.m for processing Levin et al.'s data;
  • Running TODO for processing any image as configured;
• Before running the scripts, please configure the root_path, inpath, outpath and hyper-parameters.

Visulization

• Visulization of the cutting-plane based gradient activation process: