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Benchmarking of Single Image Reflection Removal Algorithms  

Lee, Yong-Hwan (Dept. of Digital Contents, Wonkwang University)
Kim, Youngseop (Dept. of Electronics and Electrical Engineering, Dankook University)
Publication Information
Journal of the Semiconductor & Display Technology / v.18, no.4, 2019 , pp. 154-159 More about this Journal
Abstract
Undesirable negative image is occurred in photographs taken across partial reflections such as glass window and electronic display. Efficient removing reflections given a single image are in the spotlight in recent researches. This paper discusses and evaluates two published image reflection removal algorithms, and compares the performance of time and quality of those methods with a common dataset. As benchmarking test cases are presented, we propose to modify one of the methods to reduce the run-time with small effects on the similar image quality.
Keywords
Single Image Reflection Removal (SIRR); Transmission Image; Reflection Image; Image Layer Separation;
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1 K. Kiran Kumar, C.M. Sheela Rani, Nemalikanti Anand, Dilip Kumar Barai, "Ghost Analogy Detections in Processing of Image", International Conference on Electrical, Electronics and Optimization Techniques, 2016.
2 Jile Jiao, Wei Fan, Jun Sun, Naoi Satoshi, "Highlight Removal for Camera Captured Documents based on Image Stitching", International Conference on Signal Processing, 2016.
3 Renjie Wan, Boxin Shi, Ling-Yu Duan, Ah-Hee Tan, Alex C. Kot, "Benchmarking Single Image Reflection Removal Algorithm", International Conference on Computer Vision. 2017.
4 Chao Li, Yiziao Yang, Kun He, Stephen Lin, John E. Hopcroft, "Single Image Reflection Removal through Cascaded Refinement", Computer Vision and Pattern Recognition. 2019.
5 Renjie Wan, Boxin Shi, Ling-Yu Duan, Ah-Hee Tan, Wen Gao, Alex C. Kot, "Region-Aware Reflection Removal with Unified Content and Gradient Prior", IEEE Transactions on Image Processing, vol.27, issue 6, 2018.
6 Y. Li, M. S. Brown, "Single Image Layer Separation using Relative Smoothness", IEEE Conference on Computer Vision and Pattern Recognition, 2014.
7 Y. C. Shih, D. Krishnan, F. Durand, W. T. Freeman, "Reflection Removal using Ghosting Cues", IEEE Conference on Computer Vision and Pattern Recognition, pp. 3193-3201, 2015.
8 Zoran, Daniel, Yair Weiss, "From Learning Models of Natural Image Patches to Whole Image Restoration", International Conference on Computer Vision. 2011.
9 Levin, Anat, Yair Weiss. "User Assisted Separation of Reflections from a Single Image using a Sparsity Prior", Transactions on Pattern Analysis and Machine Intelligence, vol.29, no.9, pp. 1647-1654, 2007.   DOI
10 Anat Levin, Assaf Zomet, Yair Weiss, "Separating Reflections from a Single Image using Local Features", Computer Vision and Pattern Recognition, vol.1, pp. 306-313, 2004.
11 Jie Yang, Dong Gong, Lingqiao Liu, Qinfeng Shi, "Seeing Deeply and Bidirectionally: A Deep Learning Approach for Single Image Reflection Removal", European Conference on Computer Vision, pp. 654-669, 2018.
12 Naejin Kong, Yu-Wing Tai, Joseph S. Shin, "A Physically based Approach to Reflection Separation: from Physical Modeling to Constrained Optimization. IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.36, no.2, pp. 209-221, 2014   DOI