ML Anthology

NTIRE 2020 Challenge on Image and Video Deblurring

Seungjun Nah, Sanghyun Son, Radu Timofte, Kyoung Mu Lee, Yu Tseng, Yu-Syuan Xu, Cheng-Ming Chiang, Yi-Min Tsai, Stephan Brehm, Sebastian A. Scherer, Dejia Xu, Yihao Chu, Qingyan Sun, Jiaqin Jiang, Lunhao Duan, Jian Yao, Kuldeep Purohit, Maitreya Suin, A. N. Rajagopalan, Yuichi Ito, P. S Hrishikesh, Densen Puthussery, K. A Akhil, C. V. Jiji, Guisik Kim, P. L Deepa, Zhiwei Xiong, Jie Huang, Dong Liu, Sangmin Kim, Hyungjoon Nam, Jisu Kim, Jechang Jeong, Shihua Huang, Yuchen Fan, Jiahui Yu, Haichao Yu, Thomas S. Huang, Ya Zhou, Xin Li, Sen Liu, Zhibo Chen, Saikat Dutta, Sourya Dipta Das, Shivam Garg, Daniel Sprague, Bhrij Patel, Thomas Huck
CVPRW 2020 pp. 1662-1675
doi:10.1109/CVPRW50498.2020.00216 /cvprw/2020/nah2020cvprw-ntire/

Abstract

Motion blur is one of the most common degradation artifacts in dynamic scene photography. This paper reviews the NTIRE 2020 Challenge on Image and Video Deblurring. In this challenge, we present the evaluation results from 3 competition tracks as well as the proposed solutions. Track 1 aims to develop single-image deblurring methods focusing on restoration quality. On Track 2, the image deblurring methods are executed on a mobile platform to find the balance of the running speed and the restoration accuracy. Track 3 targets developing video deblurring methods that exploit the temporal relation between input frames. In each competition, there were 163, 135, and 102 registered participants and in the final testing phase, 9, 4, and 7 teams competed. The winning methods demonstrate the state-of-the-art performance on image and video deblurring tasks.

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Cite

Text

Nah et al. "NTIRE 2020 Challenge on Image and Video Deblurring." IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2020. doi:10.1109/CVPRW50498.2020.00216

Markdown

[Nah et al. "NTIRE 2020 Challenge on Image and Video Deblurring." IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2020.](https://mlanthology.org/cvprw/2020/nah2020cvprw-ntire/) doi:10.1109/CVPRW50498.2020.00216

BibTeX

@inproceedings{nah2020cvprw-ntire,
  title     = {{NTIRE 2020 Challenge on Image and Video Deblurring}},
  author    = {Nah, Seungjun and Son, Sanghyun and Timofte, Radu and Lee, Kyoung Mu and Tseng, Yu and Xu, Yu-Syuan and Chiang, Cheng-Ming and Tsai, Yi-Min and Brehm, Stephan and Scherer, Sebastian A. and Xu, Dejia and Chu, Yihao and Sun, Qingyan and Jiang, Jiaqin and Duan, Lunhao and Yao, Jian and Purohit, Kuldeep and Suin, Maitreya and Rajagopalan, A. N. and Ito, Yuichi and Hrishikesh, P. S and Puthussery, Densen and Akhil, K. A and Jiji, C. V. and Kim, Guisik and Deepa, P. L and Xiong, Zhiwei and Huang, Jie and Liu, Dong and Kim, Sangmin and Nam, Hyungjoon and Kim, Jisu and Jeong, Jechang and Huang, Shihua and Fan, Yuchen and Yu, Jiahui and Yu, Haichao and Huang, Thomas S. and Zhou, Ya and Li, Xin and Liu, Sen and Chen, Zhibo and Dutta, Saikat and Das, Sourya Dipta and Garg, Shivam and Sprague, Daniel and Patel, Bhrij and Huck, Thomas},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops},
  year      = {2020},
  pages     = {1662-1675},
  doi       = {10.1109/CVPRW50498.2020.00216},
  url       = {https://mlanthology.org/cvprw/2020/nah2020cvprw-ntire/}
}