Analyzing the impact of vibration on YOLO algorithm performance

Jonathan G. Hixson; Brian P. Teaney; Bryan Vogel; Mark Jeiran; George Nehmetallah

doi:10.1117/12.2586953

12 April 2021 Analyzing the impact of vibration on YOLO algorithm performance

Jonathan G. Hixson, Brian P. Teaney, Bryan Vogel, Mark Jeiran, George Nehmetallah

Proceedings Volume 11740, Infrared Imaging Systems: Design, Analysis, Modeling, and Testing XXXII; 117400H (2021) https://doi.org/10.1117/12.2586953
Event: SPIE Defense + Commercial Sensing, 2021, Online Only

Abstract

In this paper we will analyze the effect of vibration on the performance of the YOLO (You Only Look Once) algorithm on object classification. The YOLO algorithm will initially be trained using static imagery of common objects. Image processing techniques will then be used to create video clips with varying levels of blur due to vibration. These videos will then be used to evaluate the performance of the algorithm on object classification. Results of the classification will be presented. An initial summary of the classification results will be discussed in relation to the amount of vibration added to the imagery.

Conference Presentation

Citation Download Citation

Jonathan G. Hixson, Brian P. Teaney, Bryan Vogel, Mark Jeiran, and George Nehmetallah "Analyzing the impact of vibration on YOLO algorithm performance", Proc. SPIE 11740, Infrared Imaging Systems: Design, Analysis, Modeling, and Testing XXXII, 117400H (12 April 2021); https://doi.org/10.1117/12.2586953

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available