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Image Alpha Matting via Residual Convolutional Grid Network

Abstract: 

Alpha matting is an important topic in areas of computer vision. It has various applications, such as virtual reality, digital image and video editing, and image synthesis. Conventional approaches for alpha matting do not perform well when they encounter complicated background or when foreground and background color distributions overlap. It is also difficult to extract alpha matte accurately when the foreground objects are semi-transparent or hairy. In this paper, we propose a residual convolutional grid network for alpha matting, which deals with those matting problems well and has a performance comparable to the best image matting method in the literature. Meanwhile, the number of parameters in our method is less than one-third of the number of parameters in the best method.

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Paper Details

Authors:
Yang Zhou, Lei Chen, Jiying Zhao
Submitted On:
8 November 2019 - 1:26pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Huizhen Zhang
Paper Code:
1570567977
Document Year:
2019
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Document Files

Image Alpha Matting via Residual Convolutional Grid Network_Poster.pdf

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[1] Yang Zhou, Lei Chen, Jiying Zhao, "Image Alpha Matting via Residual Convolutional Grid Network", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4933. Accessed: Nov. 11, 2019.
@article{4933-19,
url = {http://sigport.org/4933},
author = {Yang Zhou; Lei Chen; Jiying Zhao },
publisher = {IEEE SigPort},
title = {Image Alpha Matting via Residual Convolutional Grid Network},
year = {2019} }
TY - EJOUR
T1 - Image Alpha Matting via Residual Convolutional Grid Network
AU - Yang Zhou; Lei Chen; Jiying Zhao
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4933
ER -
Yang Zhou, Lei Chen, Jiying Zhao. (2019). Image Alpha Matting via Residual Convolutional Grid Network. IEEE SigPort. http://sigport.org/4933
Yang Zhou, Lei Chen, Jiying Zhao, 2019. Image Alpha Matting via Residual Convolutional Grid Network. Available at: http://sigport.org/4933.
Yang Zhou, Lei Chen, Jiying Zhao. (2019). "Image Alpha Matting via Residual Convolutional Grid Network." Web.
1. Yang Zhou, Lei Chen, Jiying Zhao. Image Alpha Matting via Residual Convolutional Grid Network [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4933