Human Identification using Histogram of Oriented Gradients (HOG) and Non-Maximum Suppression (NMS) for ATM Video Surveillance
Journal Title: International Journal of Innovative Research in Computer Science and Technology - Year 2021, Vol 9, Issue 3
Abstract
Today video surveillance is the scorching topic in the research field of Computer Vision. Around 400 million surveillance cameras are used in various sectors which merely act as blind and record videos for post-incident analysis. With the increase in crimes around the world, video surveillance plays a key role in identifying anomaly activities in a day to day application. One such application is a robbery in Automated Teller Machine (ATM). Identifying and tracking unlawful human activities is a challenging task in the ATM video surveillance system. Thus, an effective Human detection method using computer vision and image processing is proposed to create phenomenal results. The proposed approach, incorporate the most acclaimed Histogram of Oriented Gradient (HOG)-Support Vector Machine (SVM) with a combination of Adaptive Background Generation Model and Non-Maximum Suppression (NMS) algorithm to detect human with appropriate results in a video sequence. The experimentation result of the proposed method is applied on ATM Video Surveillance, real-time dataset. The performance analysis is evaluated by considering the average value of metrics such as the number of an input frames, ground truth elements and frames with human identified which acquired 97% of accuracy.
Authors and Affiliations
Sanjeevkumar Angadi, Suvarna Nandyal
Keywords
Related Articles
- EP ID EP747323
- DOI 10.21276/ijircst.2021.9.3.1
- Views 36
- Downloads 0
Stresses Determination Method in Moving Parts of the Marine Engines
The moving parts of internal-combustion engines endures the highest and the most complex stresses. The tensile compression, bending and twisting stresses appear under the action of gas pressure forces and inertic forces...
Higher Order Statics Based Primary User Emulation Attack Detection
Cognitive radio is one of the promising technique for dynamic spectrum sharing to solve the spectrum scarcity problem. Spectrum sensing is the key process in cognitive radio for the dynamic spectrum usage. But security i...
Free Recharging Individual Home Appliances Batteries Using Advanced Roof Top Solar Power System in India
India is having best weather system to apply the solar power system to individual home for people’s regular day to day working devices. Sunlight The local weather has a significant impact on photovoltaic systems, with du...
Prediction of Financial Crime Using Machine Learning
The purpose of data analytics is to uncover previously unknown patterns and make use of such patterns to help in making educated decisions across a wide range of contexts. Because of advances in modern technology and the...
Separating FECG from MECG and Analyzing Fetal Heart Rate
Figuring out fetal coronary heart can be essential for monitoring the situation of a fetus. While an ECG signal is recorded by way of putting electrodes on the maternal stomach, the fetal ECG is regularly masked by using...