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RCDFNN: Robust Change Detection based on Convolutional Fusion Neural Network

Abstract: 

Video change detection, which plays an important role in computer vision, is far from being well resolved due to the complexity of diverse scenes in real world. Most of the current methods are designed based on hand-crafted features and perform well in some certain scenes but may fail on others. This paper puts up forward a deep learning based method to automatically fuse multiple basic detections into an optimal
one. Specifically, a convolutional fusion neural network is designed to obtain an adaptive fusion strategy based on features extracted from video content. Limited by the amount of available labeled dataset for change detection, this paper leverages an extractor that well trained on external dataset to improve generalization. Experiments show that the proposed method generates state-of-the-art result compared with nine recent outstanding algorithms and it performs well for diverse scenarios such as dynamic background, camera jitter and night videos.

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Paper Details

Authors:
Submitted On:
20 April 2018 - 10:43am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Xiaoyun Zhang
Paper Code:
ICASSP18001
Document Year:
2018
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Document Files

ICASSP2018_poster.pdf

(209 downloads)

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[1] , " RCDFNN: Robust Change Detection based on Convolutional Fusion Neural Network", IEEE SigPort, 2018. [Online]. Available: http://sigport.org/3107. Accessed: Dec. 12, 2018.
@article{3107-18,
url = {http://sigport.org/3107},
author = { },
publisher = {IEEE SigPort},
title = { RCDFNN: Robust Change Detection based on Convolutional Fusion Neural Network},
year = {2018} }
TY - EJOUR
T1 - RCDFNN: Robust Change Detection based on Convolutional Fusion Neural Network
AU -
PY - 2018
PB - IEEE SigPort
UR - http://sigport.org/3107
ER -
. (2018). RCDFNN: Robust Change Detection based on Convolutional Fusion Neural Network. IEEE SigPort. http://sigport.org/3107
, 2018. RCDFNN: Robust Change Detection based on Convolutional Fusion Neural Network. Available at: http://sigport.org/3107.
. (2018). " RCDFNN: Robust Change Detection based on Convolutional Fusion Neural Network." Web.
1. . RCDFNN: Robust Change Detection based on Convolutional Fusion Neural Network [Internet]. IEEE SigPort; 2018. Available from : http://sigport.org/3107