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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 | |
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 |
推荐引用方式 GB/T 7714 | 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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