TY - GEN
T1 - Highlight Removal with Orthogonal Decomposition
AU - Zhang, Zhen
AU - Ren, Weihong
AU - Lu, Yang
AU - Zhou, Shijun
AU - Tang, Yandong
AU - Tian, Jiandong
N1 - Publisher Copyright:
© 2022 IEEE.
PY - 2022
Y1 - 2022
N2 - In this paper, based on orthogonal decomposition, we present a robust and effective method for highlight removal. First, we obtain the reflectance image of an image through orthogonal decomposition. Then, the reflectance image is used to cluster the image. According to the clustering results, illumination chromaticity is estimated. Finally, we separate diffuse and specular reflections per pixel according to the distance from each pixel chromaticity to illumination chromaticity, where the diffuse reflection image is the highlight removal image. According to our extensive experimental results, the proposed method outperforms all the existing state-of-the-art (SOTA) methods according to the Peak-Signal-to-Noise-Ratio (PSNR) and the Structural Similarity (SSIM) Index score.
AB - In this paper, based on orthogonal decomposition, we present a robust and effective method for highlight removal. First, we obtain the reflectance image of an image through orthogonal decomposition. Then, the reflectance image is used to cluster the image. According to the clustering results, illumination chromaticity is estimated. Finally, we separate diffuse and specular reflections per pixel according to the distance from each pixel chromaticity to illumination chromaticity, where the diffuse reflection image is the highlight removal image. According to our extensive experimental results, the proposed method outperforms all the existing state-of-the-art (SOTA) methods according to the Peak-Signal-to-Noise-Ratio (PSNR) and the Structural Similarity (SSIM) Index score.
KW - image recovery
KW - orthogonal decomposition
KW - specular reflection separation highlight remove
UR - https://www.scopus.com/pages/publications/85144609210
U2 - 10.1109/DOCS55193.2022.9967699
DO - 10.1109/DOCS55193.2022.9967699
M3 - 会议稿件
AN - SCOPUS:85144609210
T3 - 2022 4th International Conference on Data-Driven Optimization of Complex Systems, DOCS 2022
BT - 2022 4th International Conference on Data-Driven Optimization of Complex Systems, DOCS 2022
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 4th International Conference on Data-Driven Optimization of Complex Systems, DOCS 2022
Y2 - 28 October 2022 through 30 October 2022
ER -