Visual Vibrometry: Estimating Material Properties from Small Motions in Video

被引:53
作者
Davis, Abe [1 ]
Bouman, Katherine L. [1 ]
Chen, Justin G. [1 ]
Rubinstein, Michael [2 ,3 ]
Buyukozturk, Oral [1 ]
Durand, Fredo [1 ]
Freeman, William T. [1 ,2 ]
机构
[1] MIT, 77 Massachusetts Ave, Cambridge, MA 02139 USA
[2] Google Res, Cambridge, England
[3] Microsoft Res, Cambridge, MA 02142 USA
基金
美国国家科学基金会;
关键词
Material properties; vibration; small motion; computational photography; computational imaging;
D O I
10.1109/TPAMI.2016.2622271
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The estimation of material properties is important for scene understanding, with many applications in vision, robotics, and structural engineering. This paper connects fundamentals of vibration mechanics with computer vision techniques in order to infer material properties from small, often imperceptible motions in video. Objects tend to vibrate in a set of preferred modes. The frequencies of these modes depend on the structure and material properties of an object. We show that by extracting these frequencies from video of a vibrating object, we can often make inferences about that object's material properties. We demonstrate our approach by estimating material properties for a variety of objects by observing their motion in high-speed and regular frame rate video.
引用
收藏
页码:732 / 745
页数:14
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