Robust pattern decoding in shape-coded structured light. | |
Tang, Suming; Zhang, Xu; Song, Zhan; Song, Lifang; Zeng, Hai | |
刊名 | OPTICS AND LASERS IN ENGINEERING
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2017 | |
文献子类 | 期刊论文 |
英文摘要 | Decoding is a challenging and complex problem in a coded structured light system. In this paper, a robust pattern decoding method is proposed for the shape-coded structured light in which the pattern is designed as grid shape with embedded geometrical shapes. In our decoding method, advancements are made at three steps. First, a multi-template feature detection algorithm is introduced to detect the feature point which is the intersection of each two orthogonal grid-lines. Second, pattern element identification is modelled as a supervised classification problem and the deep neural network technique is applied for the accurate classification of pattern elements. Before that, a training dataset is established, which contains a mass of pattern elements with various blurring and distortions. Third, an error correction mechanism based on epipolar constraint, coplanarity constraint and topological constraint is presented to reduce the false matches. In the experiments, several complex objects including human hand are chosen to test the accuracy and robustness of the proposed method. The experimental results show that our decoding method not only has high decoding accuracy, but also owns strong robustness to surface color and complex textures. |
URL标识 | 查看原文 |
语种 | 英语 |
内容类型 | 期刊论文 |
源URL | [http://ir.siat.ac.cn:8080/handle/172644/11713] ![]() |
专题 | 深圳先进技术研究院_集成所 |
作者单位 | OPTICS AND LASERS IN ENGINEERING |
推荐引用方式 GB/T 7714 | Tang, Suming,Zhang, Xu,Song, Zhan,et al. Robust pattern decoding in shape-coded structured light.[J]. OPTICS AND LASERS IN ENGINEERING,2017. |
APA | Tang, Suming,Zhang, Xu,Song, Zhan,Song, Lifang,&Zeng, Hai.(2017).Robust pattern decoding in shape-coded structured light..OPTICS AND LASERS IN ENGINEERING. |
MLA | Tang, Suming,et al."Robust pattern decoding in shape-coded structured light.".OPTICS AND LASERS IN ENGINEERING (2017). |
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