Journal of the Semiconductor & Display Technology (반도체디스플레이기술학회지)

The Korean Society Of Semiconductor & Display Technology (한국반도체디스플레이기술학회)
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Benchmarking of Single Image Reflection Removal Algorithms

단일 영상의 반사된 이미지 제거에 대한 벤치마킹 실험

  • Lee, Yong-Hwan (Dept. of Digital Contents, Wonkwang University) ;
  • Kim, Youngseop (Dept. of Electronics and Electrical Engineering, Dankook University)
  • 이용환 (원광대학교 디지털콘텐츠공학과) ;
  • 김영섭 (단국대학교 전자전기공학부)
  • Received : 2019.12.24
  • Accepted : 2019.12.27
  • Published : 2019.12.31
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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

References

  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. https://doi.org/10.1109/TPAMI.2007.1106
  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. 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 https://doi.org/10.1109/TPAMI.2013.45
  12. 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.