Mutual-Structure for Joint Filtering

Springer Science and Business Media LLC - Tập 125 - Trang 19-33 - 2017
Xiaoyong Shen1, Chao Zhou1, Li Xu2, Jiaya Jia1
1The Department of Computer Science and Engineering, The Chinese University of Hong Kong, Shatin, Hong Kong
2SenseTime Group Limited, Shatin, China

Tóm tắt

Previous joint/guided filters directly transfer structural information from the reference to the target image. In this paper, we analyze the major drawback—that is, there may be completely different edges in the two images. Simply considering all patterns could introduce significant errors. To address this issue, we propose the concept of mutual-structure, which refers to the structural information that is contained in both images and thus can be safely enhanced by joint filtering. We also use an untraditional objective function that can be efficiently optimized to yield mutual structure. Our method results in important edge preserving property, which greatly benefits depth completion, optical flow estimation, image enhancement, stereo matching, to name a few.

Tài liệu tham khảo

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