On the role and the importance of features for background modeling and foreground detection

T Bouwmans, C Silva, C Marghes, MS Zitouni… - Computer Science …, 2018 - Elsevier
Background modeling has emerged as a popular foreground detection technique for various
applications in video surveillance. Background modeling methods have become increasing …

Universal multimode background subtraction

H Sajid, SCS Cheung - IEEE Transactions on Image …, 2017 - ieeexplore.ieee.org
In this paper, we present a complete change detection system named multimode
background subtraction. The universal nature of system allows it to robustly handle multitude …

Bmog: boosted gaussian mixture model with controlled complexity for background subtraction

I Martins, P Carvalho, L Corte-Real… - Pattern Analysis and …, 2018 - Springer
Developing robust and universal methods for unsupervised segmentation of moving objects
in video sequences has proved to be a hard and challenging task that has attracted the …

Fast-D: When non-smoothing color feature meets moving object detection in real-time

MA Hossain, MI Hossain, MD Hossain, NT Thu… - IEEE …, 2020 - ieeexplore.ieee.org
The moving object detection refers to the detection of physical moving objects from a video,
which is applied in video surveillance, object recognition, object counting, human-computer …

Background subtraction based on deep convolutional neural networks features

J Dou, Q Qin, Z Tu - Multimedia Tools and Applications, 2019 - Springer
Background modeling and subtraction, the task to detect moving objects in a scene, is a
fundamental and critical step for many high level computer vision tasks. However …

Selecting the color space for self-organizing map based foreground detection in video

FJ López-Rubio, E Domínguez, EJ Palomo… - Neural Processing …, 2016 - Springer
Detecting foreground objects on scenes is a fundamental task in computer vision and the
used color space is an important election for this task. In many situations, especially on …

Moving object detection using Lab2000HL color space with spatial and temporal smoothing

M Balcilar, M AMASYALI… - Applied Mathematics & …, 2014 - avesis.yildiz.edu.tr
In order to detect moving objects such as vehicles in motorways, background subtraction
techniques are commonly used. This is completely solved problem for static backgrounds …

[PDF][PDF] Efficient background subtraction method based on fast independent component analysis in video-surveillance

N Abderrahmane, M Boumehed… - Indonesian Journal of …, 2023 - academia.edu
Modern video surveillance has now become an active area of research with a large set of
requirements and various applications. In order to detect moving objects in video …

Color space selection for self-organizing map based foreground detection in video sequences

FJ López-Rubio, E López-Rubio… - … Joint Conference on …, 2014 - ieeexplore.ieee.org
The selection of the best color space is a fundamental task in detecting foreground objects
on scenes. In many situations, especially on dynamic backgrounds, neither grayscale nor …

Spatiotemporal local compact binary pattern for background subtraction in complex scenes

W He, HL Ko, YK Kim, J Wu, G Zhang, Q Qi… - Multimedia Tools and …, 2019 - Springer
A variety of binary feature descriptors such as local binary pattern (LBP) and its variations
have recently attracted considerable attention for modelling backgrounds, due to their …