Abdullah-Abuolaim / multi-task-defocus-deblurring-dual-pixel-nimat

Reference github repository for the paper "Improving Single-Image Defocus Deblurring: How Dual-Pixel Images Help Through Multi-Task Learning". We propose a single-image deblurring network that incorporates the two sub-aperture views into a multitask framework. Specifically, we show that jointly learning to predict the two DP views from a single blurry input image improves the network’s ability to learn to deblur the image. Our experiments show this multi-task strategy achieves +1dB PSNR improvement over state-of-the-art defocus deblurring methods. In addition, our multi-task framework allows accurate DP-view synthesis (e.g., ~ 39dB PSNR) from the single input image. These high-quality DP views can be used for other DP-based applications, such as reflection removal. As part of this effort, we have captured a new dataset of 7,059 high-quality images to support our training for the DP-view synthesis task.

Date Created 2021-08-11 (3 years ago)
Commits 16 (last one 3 years ago)
Stargazers 48 (0 this week)
Watchers 6 (0 this week)
Forks 3
License apache-2.0
Ranking

RepositoryStats indexes 617,630 repositories, of these Abdullah-Abuolaim/multi-task-defocus-deblurring-dual-pixel-nimat is ranked #493,897 (20th percentile) for total stargazers, and #303,675 for total watchers. Github reports the primary language for this repository as Python, for repositories using this language it is ranked #95,828/124,984.

Abdullah-Abuolaim/multi-task-defocus-deblurring-dual-pixel-nimat is also tagged with popular topics, for these it's ranked: deep-learning (#7,339/8709),  computer-vision (#2,648/3213),  dataset (#988/1198),  deep-neural-networks (#570/647),  deeplearning (#356/415),  datasets (#320/368)

Other Information

Abdullah-Abuolaim/multi-task-defocus-deblurring-dual-pixel-nimat has Github issues enabled, there are 2 open issues and 3 closed issues.

Star History

Github stargazers over time

505045454040353530302525202015151010550020222022Jul '22Jul '2220232023Jul '23Jul '2320242024Jul '24Jul '2420252025

Watcher History

Github watchers over time, collection started in '23

77776666665555Apr '23Apr '23Jun '23Jun '23Jul '23Jul '23Aug '23Aug '23Oct '23Oct '23Nov '23Nov '2320242024Feb '24Feb '24Apr '24Apr '24Jun '24Jun '24Jul '24Jul '24Aug '24Aug '24Oct '24Oct '24Nov '24Nov '2420252025Feb '25Feb '25

Recent Commit History

4 commits on the default branch (main) since jan '22

443.53.5332.52.5221.51.5110.50.500Jul '22Jul '2220232023Jul '23Jul '2320242024Jul '24Jul '2420252025

Yearly Commits

Commits to the default branch (main) per year

121210108866442200202120212022202220242024

Issue History

Total Issues
Open Issues
Closed Issues
554.54.5443.53.5332.52.5221.51.5110.50.500Jul '22Jul '2220232023Jul '23Jul '2320242024Jul '24Jul '2420252025

Languages

The only known language in this repository is Python

PythonPython

updated: 2025-01-26 @ 06:20pm, id: 394848129 / R_kgDOF4jngQ