Camera-Based Dynamic Vibration Measurement Using CoTracker Model

This paper investigates the CoTracker model, a sophisticated deep learning approach based on transformer architecture, for its application in dynamic vibration measurement using vision cameras. Compared to traditional accelerometers, which are costly and limited to point-based measurements, CoTracker promises a cost-effective, full-field analysis by tracking pixel movements in video sequences. We applied this model to analyze the vibrations of a cantilever beam captured through a high-speed camera, comparing its output against data from a standard reference accelerometer. Our findings suggest that CoTracker could revolutionize structural vibration monitoring due to its efficiency and broad applicability.

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Publication Details

Published
2024-08-21
DOI
https://doi.org/10.1109/iai63275.2024.10730170
Primary Topic
Simulation and Modeling Applications
Type
article
Field-Weighted Citation Impact
0.00

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article

Camera-Based Dynamic Vibration Measurement Using CoTracker Model

Justin de Groot, Liangliang Cheng, Yunpeng Zhu, Kun Xie
Simulation and Modeling Applications
article

Camera-Based Dynamic Vibration Measurement Using CoTracker Model

Justin de Groot, Liangliang Cheng, Yunpeng Zhu, Kun Xie
article en

Abstract

This paper investigates the CoTracker model, a sophisticated deep learning approach based on transformer architecture, for its application in dynamic vibration measurement using vision cameras. Compared to traditional accelerometers, which are costly and limited to point-based measurements, CoTracker promises a cost-effective, full-field analysis by tracking pixel movements in video sequences. We applied this model to analyze the vibrations of a cantilever beam captured through a high-speed camera, comparing its output against data from a standard reference accelerometer. Our findings suggest that CoTracker could revolutionize structural vibration monitoring due to its efficiency and broad applicability.

Queen Mary University of London (GB), University of Groningen (NL)
China Scholarship Council
Affordable and clean energy
Openalex Percentile: Top 78%
Simulation and Modeling Applications
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Camera-Based Dynamic Vibration Measurement Using CoTracker Model — Justin de Groot, Liangliang Cheng, et al. · (2024) | TGRS Research Map | TGRS