2026-03-13T15:06:31Z https://ipsj.ixsq.nii.ac.jp/oai

oai:ipsj.ixsq.nii.ac.jp:00216153 2025-01-19T15:54:26Z 1164:4619:10826:10827

Bilateral Normal Integration Bilateral Normal Integration Xu, Cao Hiroaki, Santo Boxin, Shi Yasuyuki, Matsushita Xu, Cao Hiroaki, Santo Boxin, Shi Yasuyuki, Matsushita 画像処理・機械学習 This paper studies the discontinuity preservation problem in the task of surface recovery by integrating a single-view surface normal map. Although various sophisticated strategies have been proposed, this challenging problem has not been well solved due to unknown discontinuity positions in the normal map. The key of our method is to model the existence of discontinuity between every two adjacent pixels by the depth differences between that two pixels. At each pixel, we approximate the left and right (resp., upper and lower) partial derivatives and relatively weight the two approximations by comparing the depth differences at the left and right (resp., upper and lower) sides. Therefore we term our method as “bilateral” normal integration. By iteratively solving for the depths and updating the discontinuity maps, we can recover the surface with discontinuities. Experiments on various challenging surfaces demonstrate our method's effectiveness. In addition, we show that discontinuities can be preserved in perspective normal maps by our method. This paper studies the discontinuity preservation problem in the task of surface recovery by integrating a single-view surface normal map. Although various sophisticated strategies have been proposed, this challenging problem has not been well solved due to unknown discontinuity positions in the normal map. The key of our method is to model the existence of discontinuity between every two adjacent pixels by the depth differences between that two pixels. At each pixel, we approximate the left and right (resp., upper and lower) partial derivatives and relatively weight the two approximations by comparing the depth differences at the left and right (resp., upper and lower) sides. Therefore we term our method as “bilateral” normal integration. By iteratively solving for the depths and updating the discontinuity maps, we can recover the surface with discontinuities. Experiments on various challenging surfaces demonstrate our method's effectiveness. In addition, we show that discontinuities can be preserved in perspective normal maps by our method. 情報処理学会 2022-01-20 eng technical report https://ipsj.ixsq.nii.ac.jp/records/216153 2188-8701 AA11131797 研究報告コンピュータビジョンとイメージメディア（CVIM） 2022-CVIM-228 17 1 8 https://ipsj.ixsq.nii.ac.jp/record/216153/files/IPSJ-CVIM22228017.pdf application/pdf 39.4 MB 2024-01-20