CASIA OpenIR  > 精密感知与控制研究中心  > 人工智能与机器学习
Monocular Dense Reconstruction by Depth Estimation Fusion
Chen, Tian1,2; Ding, Wendong1,2; Zhang, Dapeng1,2; Liu, Xilong1,2
2018-03-19
Conference NameChinese Control and Decision Conference
Conference Date2018-6-9
Conference PlaceShenyang, China
Contribution Rank1
Abstract

Dense and accurate reconstruction plays a fundamental role in mobile robot’s environment perception and navigation. It’s also necessary for obstacle avoidance and path planning of mobile robots. We propose a method to incrementally reconstruct the scene from monocular sequence by fusing the depth from geometry computation and gen- erative adversarial networks (GAN) prediction. The depth from geometry triangulation is precise but sparse, while the depth from GAN is dense but unscaled. In this paper, we combine the advantages from two methods with a linear model optimized by graph structure. Experiments showed that our proposed method gives precise dense reconstruction in real time.

KeywordDense Reconstruction, Monocular Depth Estimation, Depth Fusion, Gan
Indexed ByEI
Language英语
Document Type会议论文
Identifierhttp://ir.ia.ac.cn/handle/173211/23669
Collection精密感知与控制研究中心_人工智能与机器学习
Corresponding AuthorZhang, Dapeng
Affiliation1.Institute of Automation, Chinese Academy of Science, Beijing 100190
2.School of Computer and Control Engineering, University of Chinese Academy of Sciences, Beijing 100190
Recommended Citation
GB/T 7714
Chen, Tian,Ding, Wendong,Zhang, Dapeng,et al. Monocular Dense Reconstruction by Depth Estimation Fusion[C],2018.
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