.png){kind=icon}
返回
Learning multi-scale features for foreground segmentation
.png){kind=icon}
OA
AI
DOI：10.1007/s10044-019-00845-9.png)
.png){kind=icon}
.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Foreground segmentation algorithms aim at segmenting moving objects from the background in a robust way under various challenging scenarios. Encoder-decoder-type deep neural networks that are used in this domain recently perform impressive segmentation results. In this work, we propose a variation of our formerly proposed method (Anonymous 2018) that can be trained end-to-end using only a few training examples. The proposed method extends the feature pooling module of FgSegNet by introducing fusion of features inside this module, which is capable of extracting multi-scale features within images, resulting in a robust feature pooling against camera motion, which can alleviate the need of multi-scale inputs to the network. Sample visualizations highlight the regions in the images on which the model is specially focused. It can be seen that these regions are also the most semantically relevant. Our method outperforms all existing state-of-the-art methods in CDnet2014 datasets by an average overall F-measure of 0.9847. We also evaluate the effectiveness of our method on SBI2015 and UCSD Background Subtraction datasets. The source code of the proposed method is made available at.
Keyword:
Foreground segmentation
Convolutional neural networks
Feature pooling module
Background subtraction
Video surveillance
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:
2
论文数:
1.9K
被引数:
1.9K
机构
引用论文
In0.53Ga0.47As p-i-n photodiodes with transparent cadmium tin oxide contactsIn0.53Ga0.47As p-i-n光电二极管，具有透明镉锡氧化物接触层
PREAI
分享收藏Distant regulatory elements in a Sox10‐βGEO BAC transgene are required for expression of Sox10 in the enteric nervous system and other neural crest‐derived tissuesSox10-βgeo BAC转基因中的远距离调控元件是肠神经系统和其他神经源性组织中 Sox10 表达所必需的OAAI
OAAI分享收藏
TNFR1 Signaling and IFN-γ Signaling Determine whether T Cells Induce Tumor Dormancy or Promote Multistage CarcinogenesisTNFR1信号和ifn-γ 信号决定T细胞是否诱导肿瘤休眠或促进多阶段癌变.png)
Cancer CellOAAI
Cancer CellIF0
OAAI分享收藏
查看更多内容