What and where you have seen? Bag of Words-based local feature pooling for visual event detection

N. Kumar; N. Sukavanam

doi:10.1117/12.2523250

17 April 2019 What and where you have seen? Bag of Words-based local feature pooling for visual event detection

N. Kumar, N. Sukavanam

Proceedings Volume 11071, Tenth International Conference on Signal Processing Systems; 110710Q (2019) https://doi.org/10.1117/12.2523250
Event: Tenth International Conference on Signal Processing Systems, 2018, Singapore, Singapore

Abstract

The security analysis of sensitive issues and medical diagnosis are immensely focus to determine exact location of event happening regions. In this paper we propose a model of clustering and pooling techniques to local features using Bag-of-Words (BoW) descriptor in SVM framework for event detection in video sequences. The proposed model extracts local features from six categories of Columbia Consumer Video (CCV) event detection benchmark. We developed the clusters of these features using KD-search tree and Lloyds algorithm. The clusters of features is pooled to vectors by using bag of words model. Introducing the inferring temporal instance labelling, the model performed fast for event detection. The significant performance of the research problem can thrilled out the social media by retrieving the best possible content. The proposed model can efficiently perform the experiments of event detection related to big data problem in visual media. Furthermore, the proposed approach in the model is invariant to rotation, translation and scale changes in the video sequence and robust to the illumination and viewpoints.

Citation Download Citation

N. Kumar and N. Sukavanam "What and where you have seen? Bag of Words-based local feature pooling for visual event detection", Proc. SPIE 11071, Tenth International Conference on Signal Processing Systems, 110710Q (17 April 2019); https://doi.org/10.1117/12.2523250

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
5 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Video

Video surveillance

Feature extraction

Performance modeling

Visualization

Current controlled voltage source

Algorithm development

Show All Keywords

Keywords/Phrases

Search In:

Publication Years