Bullet hole detection using series Faster-RCNN and video analysis

Fengtong Du; Yanzhuo Zhou; Wenjie Chen; Lei Yang

doi:10.1117/12.2522786

15 March 2019 Bullet hole detection using series Faster-RCNN and video analysis

Fengtong Du, Yanzhuo Zhou, Wenjie Chen, Lei Yang

Proceedings Volume 11041, Eleventh International Conference on Machine Vision (ICMV 2018); 110410Q (2019) https://doi.org/10.1117/12.2522786
Event: Eleventh International Conference on Machine Vision (ICMV 2018), 2018, Munich, Germany

Abstract

Detecting small objects is challenging because of its low resolution and noisy representation. This paper focus on localize the bullet holes on a 4m*4m target surface and determine the shot time and position of new bullet holes on the target surface based on surveillance videos of the target. Under such a condition, bullet holes are extremely small compared with the target surface. In this paper, an improved model based on Faster-RCNN is proposed to solve the problem using two networks in series. The first network is trained using original video frames and obtain coarse locations of bullet holes, the second network is trained using the candidate locations obtained by the first network to get accurate locations. Experiment result shows that the series Faster-RCNN algorithm improves the average precision by 20.3% over the original Faster-RCNN algorithm on our bullet-hole dataset. To determine the shot time and improve detection accuracy, several algorithms have also been proposed, using these algorithms, detection accuracy of shot times and new shot points reaches the same level as human.

Citation Download Citation

Fengtong Du, Yanzhuo Zhou, Wenjie Chen, and Lei Yang "Bullet hole detection using series Faster-RCNN and video analysis", Proc. SPIE 11041, Eleventh International Conference on Machine Vision (ICMV 2018), 110410Q (15 March 2019); https://doi.org/10.1117/12.2522786

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

Members: $17.00

Non-members: $21.00 ADD TO CART

PROCEEDINGS
8 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Video

Video surveillance

Detection and tracking algorithms

Target detection

Surveillance

Data modeling

Image resolution

Show All Keywords

Keywords/Phrases

Search In:

Publication Years