Ada-Sal Network: emulate the Human Visual System
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- 作者：Yunong Wanga ; b ; wynd@mail.ustc.edu.cn" class="auth_mail" title="E-mail the corresponding author ; Nenghai Yua ; b ; ynh@ustc.edu.cn" class="auth_mail" title="E-mail the corresponding author ; Taifeng Wangc ; taifengw@microsoft.com" class="auth_mail" title="E-mail the corresponding author
- 关键词：Ada-Sal Network ; Convolutional Neural Network ; Human Visual System ; Image classification ; Machine learning ; Saliency ; Sal-Mask Connection
- 刊名：Signal Processing: Image Communication
- 出版年：2016
- 出版时间：September 2016
- 年：2016
- 卷：47
- 期：Complete
- 页码：519-528
- 全文大小：2934 K
文摘
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We propose Sal-Mask Connection to mimic visual attention mechanism.
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We deduced formulas for feedforward and backpropagation of the Sal-Mask Connection.
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We visualized the feature maps to illustrate the efficiency of Sal-Mask Connection.
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We proposed Ada-Sal Network to learn better saliency and get better performances.