Deep neural network concepts for background subtraction: A systematic review and comparative evaluation

T Bouwmans, S Javed, M Sultana, SK Jung - Neural Networks, 2019 - Elsevier
… convolutional neural networks applied to background subtraction have been published, and
a … the first review of deep neural network concepts in background subtraction for novices and …

Review and classification of trending background subtraction-based object detection techniques

B Azeez, F Alizadeh - 2020 6th International Engineering …, 2020 - ieeexplore.ieee.org
… differencing, background subtraction and … to review and analyze related works of background
subtraction-based methods. Background subtraction is one of the most used techniques for …

Background subtraction in real applications: Challenges, current models and future directions

B Garcia-Garcia, T Bouwmans, AJR Silva - Computer Science Review, 2020 - Elsevier
… However, the ultimate goal is that the background subtraction methods … used background
subtraction in order to identify the real challenges met in practice, the current used background

Background subtraction for moving object detection: explorations of recent developments and challenges

R Kalsotra, S Arora - The Visual Computer, 2022 - Springer
review of conventional as well as recent developments in background subtraction to analyze
the … Firstly, this paper introduces the overview of background subtraction process along with …

Illumination-invariant background subtraction: Comparative review, models, and prospects

W Kim, C Jung - IEEE Access, 2017 - ieeexplore.ieee.org
… a comprehensive review of background subtraction for outdoor surveillance with … review
also provides advantages, weaknesses, and future direction of those background subtraction

Review of background subtraction methods using Gaussian mixture model for video surveillance systems

K Goyal, J Singhai - Artificial Intelligence Review, 2018 - Springer
… This paper presents a review of various background subtraction algorithms based on GMM
and … to determine the most appropriate background subtraction algorithm for the specific …

A systematic review on background subtraction model for data detection

YM Latha, BS Rao - … Computing and Social Networking: Proceedings of …, 2022 - Springer
reviews some existing methods developed by various scholars in the background subtraction
… to better understand the development of background subtraction methods for detecting the …

A comprehensive survey of video datasets for background subtraction

R Kalsotra, S Arora - IEEE Access, 2019 - ieeexplore.ieee.org
… It was used to evaluate the background subtraction technique for object detection in thermal
… in [123] to evaluate statistical based background subtraction technique in infrared videos. …

Deep learning based background subtraction: a systematic survey

JH Giraldo, HT Le, T Bouwmans - Handbook of Pattern Recognition …, 2020 - World Scientific
… The rest of this chapter is organized as follows: a review of background subtraction models
based on deep neural networks by comparing different networks architecture and discussing …

Improved background subtraction technique for detecting moving objects

T Pal - Recent Advances in Computer Science and …, 2021 - ingentaconnect.com
… based on Background Subtraction Technique with reduced noise and high accuracy. …
A background subtraction technique is required to extract a foreground from the background