How to Select Good Neighboring Images in Depth-Map Merging Based 3D Modeling
Shen, Shuhan; Hu, Zhanyi
发表期刊IEEE TRANSACTIONS ON IMAGE PROCESSING
2014
卷号23期号:1页码:308-318
文章类型Article
摘要Depth-map merging based 3D modeling is an effective approach for reconstructing large-scale scenes from multiple images. In addition to generate high quality depth maps at each image, how to select suitable neighboring images for each image is also an important step in the reconstruction pipeline, unfortunately to which little attention has been paid in the literature untill now. This paper is intended to tackle this issue for large scale scene reconstruction where many unordered images are captured and used with substantial varying scale and view-angle changes. We formulate the neighboring image selection as a combinatorial optimization problem and use the quantum-inspired evolutionary algorithm to seek its optimal solution. Experimental results on the ground truth data set show that our approach can significantly improve the quality of the depth-maps as well as final 3D reconstruction results with high computational efficiency.
关键词Neighboring Image Selection Depth-map Computation 3d Modeling
WOS标题词Science & Technology ; Technology
关键词[WOS]SCALE MULTIVIEW STEREO ; RECONSTRUCTION ; CONSISTENCY ; ALGORITHM
收录类别SCI
语种英语
WOS研究方向Computer Science ; Engineering
WOS类目Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic
WOS记录号WOS:000329195500025
引用统计
被引频次:13[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/2977
专题多模态人工智能系统全国重点实验室_机器人视觉
作者单位Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
第一作者单位模式识别国家重点实验室
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Shen, Shuhan,Hu, Zhanyi. How to Select Good Neighboring Images in Depth-Map Merging Based 3D Modeling[J]. IEEE TRANSACTIONS ON IMAGE PROCESSING,2014,23(1):308-318.
APA Shen, Shuhan,&Hu, Zhanyi.(2014).How to Select Good Neighboring Images in Depth-Map Merging Based 3D Modeling.IEEE TRANSACTIONS ON IMAGE PROCESSING,23(1),308-318.
MLA Shen, Shuhan,et al."How to Select Good Neighboring Images in Depth-Map Merging Based 3D Modeling".IEEE TRANSACTIONS ON IMAGE PROCESSING 23.1(2014):308-318.
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