.png){kind=icon}
返回
A novel background subtraction algorithm based on parallel vision and Bayesian GANs
.png){kind=icon}
PRE
AI
DOI：10.1016/j.neucom.2019.04.088.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
To address the challenges of change detection in the wild, we present a novel background subtraction algorithm based on parallel vision and Bayesian generative adversarial networks (GANs). First, we use the median filtering algorithm for background image extraction. Then, we build the background subtraction model by using Bayesian GANs to classify all pixels into foreground and background, and use parallel vision theory to improve the background subtraction results in complex scenes. The proposed algorithm has been evaluated on the well-known, publicly available changedetection.net dataset. Experiment results show that the proposed algorithm results in better performance than many state-of-the-art ones. In addition, our model trained on CDnet dataset can generalize very well to unseen datasets, outperforming multiple state-of-art methods. The major contribution of this work is to apply parallel vision and Bayesian GANs to solve the difficulties in background subtraction, achieving high detection accuracy. (C) 2019 Elsevier B.V. All rights reserved.
Keyword:
Background subtraction
Background model
Bayesian generative adversarial network
Convolutional neural networks
Parallel vision
AI总结
对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。
期刊
IF:
6.5
论文数:
2.5W
被引数:
6.5W
机构
引用论文
分享收藏Rhodium(I) Ferrocenylcarbene Complexes: Synthesis, Structural Determination, Electrochemistry, and Application as Hydroformylation Catalyst Precursors铑 (I) 二茂铁基卡宾配合物: 合成，结构测定，电化学以及作为加氢甲酰化催化剂前体的应用
OAAI
OAAI分享收藏
Extensive Benchmark and Survey of Modeling Methods for Scene Background Initialization场景背景初始化建模方法的广泛基准和调查
PREAI
分享收藏Real-time nonparametric background subtraction with tracking-based foreground update.png)
PATTERN RECOGNITION
PATTERN RECOGNITIONIF7.6
PREAI
分享收藏An experimental and computational investigation of spanwise-step-ice shapes on airfoil aerodynamics
PREAI
分享收藏
查看更多内容