Abdullah-Abuolaim / recurrent-defocus-deblurring-synth-dual-pixel

Reference github repository for the paper "Learning to Reduce Defocus Blur by Realistically Modeling Dual-Pixel Data". We propose a procedure to generate realistic DP data synthetically. Our synthesis approach mimics the optical image formation found on DP sensors and can be applied to virtual scenes rendered with standard computer software. Leveraging these realistic synthetic DP images, we introduce a new recurrent convolutional network (RCN) architecture that can improve defocus deblurring results and is suitable for use with single-frame and multi-frame data captured by DP sensors.

Date Created 2020-12-04 (3 years ago)

Commits 13 (last one 2 years ago)

Stargazers 47 (0 this week)

Watchers 5 (0 this week)

Forks 9

License apache-2.0

Ranking

RepositoryStats indexes 565,279 repositories, of these Abdullah-Abuolaim/recurrent-defocus-deblurring-synth-dual-pixel is ranked #465,877 (18th percentile) for total stargazers, and #326,700 for total watchers. Github reports the primary language for this repository as Python, for repositories using this language it is ranked #88,270/111,292.

Abdullah-Abuolaim/recurrent-defocus-deblurring-synth-dual-pixel is also tagged with popular topics, for these it's ranked: deep-learning (#7,012/8171), computer-vision (#2,508/2976), dataset (#946/1103), deep-neural-networks (#543/618), deeplearning (#345/390), datasets (#306/348)

Other Information

Abdullah-Abuolaim/recurrent-defocus-deblurring-synth-dual-pixel has Github issues enabled, there are 2 open issues and 5 closed issues.

All Topics

dataset datasets autofocus dual-pixel deeplearning defocus-blur deep-learning depth-of-field synthetic-data computer-vision defocus-deblurring deep-neural-networks computational-photography recurrent-neural-networks synthetic-dataset-generation

Star History

Github stargazers over time

Watcher History

Github watchers over time, collection started in '23

Recent Commit History

2 commits on the default branch (master) since jan '22

Yearly Commits

Commits to the default branch (master) per year

Issue History

Languages

The only known language in this repository is Python

updated: 2024-09-03 @ 03:52pm, id: 318603009 / R_kgDOEv1_AQ