ISSN 2394-5125
 

Research Article 


PIXEL-WISE ADAPTIVE LBP AND GLCM BASED FEATURE EXTRACTION FOR HUMAN MOTION ESTIMATION

Rohini Mahajan, Devanand.

Abstract
Human motion estimation and tracking the body gestures to trace the suspect in a crowded place is an area of
research for surveillance systems. For the analysis video surveillance is performed through high resolution CCTV cameras
installed at security alert areas. The main focus of research is tracking motion in multimodal dynamic background and
extracting the features for tracing the suspicious gestures. The research focusses on the technique to eliminate the redundant
frames, extract the features and reduce the false alarm rate by segregating the video frames into meaningful interpretations for
tracking the suspect. The database used is CAVIER and ACTIVITY database. The techniques are discussed for estimation of
body motion and extraction of features to analyze the suspicious behavior of the subject tracked. To improvise upon the
existing techniques the research has proposed pixel-wise adaptive threshold-based segmentation for background subtraction
and LBP-GLCM based feature extraction for tracking the motion

Key words: curvelet based filtering, background subtraction, thresholding-based segmentation, optimal threshold, local binary pattern, gray level co-occurrence matrix


 
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Pubmed Style

Rohini Mahajan, Devanand. PIXEL-WISE ADAPTIVE LBP AND GLCM BASED FEATURE EXTRACTION FOR HUMAN MOTION ESTIMATION. JCR. 2020; 7(9): 2344-2349. doi:10.31838/jcr.07.09.381


Web Style

Rohini Mahajan, Devanand. PIXEL-WISE ADAPTIVE LBP AND GLCM BASED FEATURE EXTRACTION FOR HUMAN MOTION ESTIMATION. http://www.jcreview.com/?mno=107398 [Access: May 30, 2021]. doi:10.31838/jcr.07.09.381


AMA (American Medical Association) Style

Rohini Mahajan, Devanand. PIXEL-WISE ADAPTIVE LBP AND GLCM BASED FEATURE EXTRACTION FOR HUMAN MOTION ESTIMATION. JCR. 2020; 7(9): 2344-2349. doi:10.31838/jcr.07.09.381



Vancouver/ICMJE Style

Rohini Mahajan, Devanand. PIXEL-WISE ADAPTIVE LBP AND GLCM BASED FEATURE EXTRACTION FOR HUMAN MOTION ESTIMATION. JCR. (2020), [cited May 30, 2021]; 7(9): 2344-2349. doi:10.31838/jcr.07.09.381



Harvard Style

Rohini Mahajan, Devanand (2020) PIXEL-WISE ADAPTIVE LBP AND GLCM BASED FEATURE EXTRACTION FOR HUMAN MOTION ESTIMATION. JCR, 7 (9), 2344-2349. doi:10.31838/jcr.07.09.381



Turabian Style

Rohini Mahajan, Devanand. 2020. PIXEL-WISE ADAPTIVE LBP AND GLCM BASED FEATURE EXTRACTION FOR HUMAN MOTION ESTIMATION. Journal of Critical Reviews, 7 (9), 2344-2349. doi:10.31838/jcr.07.09.381



Chicago Style

Rohini Mahajan, Devanand. "PIXEL-WISE ADAPTIVE LBP AND GLCM BASED FEATURE EXTRACTION FOR HUMAN MOTION ESTIMATION." Journal of Critical Reviews 7 (2020), 2344-2349. doi:10.31838/jcr.07.09.381



MLA (The Modern Language Association) Style

Rohini Mahajan, Devanand. "PIXEL-WISE ADAPTIVE LBP AND GLCM BASED FEATURE EXTRACTION FOR HUMAN MOTION ESTIMATION." Journal of Critical Reviews 7.9 (2020), 2344-2349. Print. doi:10.31838/jcr.07.09.381



APA (American Psychological Association) Style

Rohini Mahajan, Devanand (2020) PIXEL-WISE ADAPTIVE LBP AND GLCM BASED FEATURE EXTRACTION FOR HUMAN MOTION ESTIMATION. Journal of Critical Reviews, 7 (9), 2344-2349. doi:10.31838/jcr.07.09.381