Do We Need Binary Features for 3D Reconstruction?
Bin Fan; Qingqun Kong; Wei Sui; Zhiheng Wang; Xinchao Wang; Shiming Xiang; Chunhong Pan; Pascal Fua
2016
会议名称Conference on Computer Vision and Pattern Recognition
会议日期2016-6
会议地点Las Vegas, USA
摘要Binary features have been incrementally popular in the past few years due to their low memory footprints and the efficient computation of Hamming distance between binary descriptors. They have been shown with promising results on some real time applications, e.g., SLAM, where the matching operations are relative few. However, in computer vision, there are many applications such as 3D reconstruction requiring lots of matching operations between local features. Therefore, a natural question is that is the binary feature still a promising solution to this kind of applications? To get the answer, this paper conducts a comparative study of binary features and their matching methods on the context of 3D reconstruction in a recently proposed large scale mutliview stereo dataset. Our evaluations reveal that not all binary features are capable of this task. Most of them are inferior to the classical SIFT based method in terms of reconstruction accuracy and completeness with a not significant better computational performance.
文献类型会议论文
条目标识符http://ir.ia.ac.cn/handle/173211/20370
专题模式识别国家重点实验室_先进数据分析与学习
推荐引用方式
GB/T 7714
Bin Fan,Qingqun Kong,Wei Sui,et al. Do We Need Binary Features for 3D Reconstruction?[C],2016.
条目包含的文件 下载所有文件
文件名称/大小 文献类型 版本类型 开放类型 使用许可
07789634.pdf(265KB)会议论文 开放获取CC BY-NC-SA浏览 下载
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Bin Fan]的文章
[Qingqun Kong]的文章
[Wei Sui]的文章
百度学术
百度学术中相似的文章
[Bin Fan]的文章
[Qingqun Kong]的文章
[Wei Sui]的文章
必应学术
必应学术中相似的文章
[Bin Fan]的文章
[Qingqun Kong]的文章
[Wei Sui]的文章
相关权益政策
暂无数据
收藏/分享
文件名: 07789634.pdf
格式: Adobe PDF
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。