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Neurocomputing, Volume 345

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Volume 345, June 2019

Deep Learning for Intelligent Sensing, Decision-Making and Control

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Wei Zhang, Junchi Yan, Zhi-Yong Liu, Zhigang Zeng:
Special issue on deep learning for intelligent sensing, decision-making and control. 1-2

Deep Learning in Detection and Recognition Tasks

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Guanzhong Tian, Liang Liu, JongHyok Ri, Yong Liu, Yiran Sun:
ObjectFusion: An object detection and segmentation framework with RGB-D SLAM and convolutional neural networks. 3-14
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Jinhui Hou, Huanqiang Zeng, Lei Cai, Jianqing Zhu, Jing Chen, Kai-Kuang Ma:
Multi-label learning with multi-label smoothing regularization for vehicle re-identification. 15-22
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Jiawei Xu, Seop Hyeong Park, Xiaoqin Zhang:
A bio-inspired motion sensitive model and its application to estimating human gaze positions under classified driving conditions. 23-35
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Lin Ma, Wenhao Jiang, Zequn Jie, Xu Wang:
Bidirectional image-sentence retrieval by local and global deep matching. 36-44
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Wenming Cao, Qiubin Lin, Zhihai He, Zhiquan He:
Hybrid representation learning for cross-modal retrieval. 45-57

Deep Learning in Image Processing Tasks

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Leilei Zhu, Shu Zhan, Haiyan Zhang:
Stacked U-shape networks with channel-wise attention for image super-resolution. 58-66
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Yali Peng, Lu Zhang, Shigang Liu, Xiaojun Wu, Yu Zhang, Xili Wang:
Dilated Residual Networks with Symmetric Skip Connection for image denoising. 67-76

Deep Reinforcement Learning, Intelligent Decision making and Control

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Fidel Aznar, Mar Pujol, Ramón Rizo:
Obtaining fault tolerance avoidance behavior using deep reinforcement learning. 77-91
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Fengming Li, Qi Jiang, Sisi Zhang, Meng Wei, Rui Song:
Robot skill acquisition in assembly process using deep reinforcement learning. 92-102

Active Semi-supervised Learning

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Xiaoyu Zhang, Haichao Shi, Xiaobin Zhu, Peng Li:
Active semi-supervised learning based on self-expressive correlation with generative adversarial networks. 103-113

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