Attention-Aware Face Hallucination via Deep Reinforcement Learning

作者: Qingxing Cao , Liang Lin , Yukai Shi , Xiaodan Liang , Guanbin Li

DOI: 10.1109/CVPR.2017.180

关键词:

摘要: … Figure 2: Network architecture of our recurrent policy network … is randomly picked at each step instead of being chosen by the agent; 2) use original LR image as input for policy network …

参考文章(34)
Chao Dong, Chen Change Loy, Kaiming He, Xiaoou Tang, Learning a Deep Convolutional Network for Image Super-Resolution european conference on computer vision. pp. 184- 199 ,(2014) , 10.1007/978-3-319-10593-2_13
Zhen Cui, Hong Chang, Shiguang Shan, Bineng Zhong, Xilin Chen, Deep Network Cascade for Image Super-resolution Computer Vision – ECCV 2014. pp. 49- 64 ,(2014) , 10.1007/978-3-319-10602-1_4
Koray Kavukcuoglu, Max Jaderberg, Karen Simonyan, Andrew Zisserman, Spatial transformer networks neural information processing systems. ,vol. 28, pp. 2017- 2025 ,(2015)
Kelvin Xu, Jimmy Ba, Ryan Kiros, Kyunghyun Cho, Aaron Courville, Ruslan Salakhudinov, Rich Zemel, Yoshua Bengio, None, Show, Attend and Tell: Neural Image Caption Generation with Visual Attention international conference on machine learning. ,vol. 3, pp. 2048- 2057 ,(2015)
Marwan Mattar, Tamara Berg, Gary B. Huang, Eric Learned-Miller, Labeled Faces in the Wild: A Database forStudying Face Recognition in Unconstrained Environments Workshop on Faces in 'Real-Life' Images: Detection, Alignment, and Recognition. ,(2008)
Zhanpeng Zhang, Ping Luo, Chen Change Loy, Xiaoou Tang, Learning Deep Representation for Face Alignment with Auxiliary Attributes IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 38, pp. 918- 930 ,(2016) , 10.1109/TPAMI.2015.2469286
Ziwei Liu, Ping Luo, Xiaogang Wang, Xiaoou Tang, Deep Learning Face Attributes in the Wild 2015 IEEE International Conference on Computer Vision (ICCV). pp. 3730- 3738 ,(2015) , 10.1109/ICCV.2015.425
Ivo Danihelka, Daan Wierstra, Alex Graves, Danilo Jimenez Rezende, Karol Gregor, DRAW: A Recurrent Neural Network For Image Generation arXiv: Computer Vision and Pattern Recognition. ,(2015)
Xiang Ma, Junping Zhang, Chun Qi, Hallucinating face by position-patch Pattern Recognition. ,vol. 43, pp. 2224- 2236 ,(2010) , 10.1016/J.PATCOG.2009.12.019
Ce Liu, Heung-Yeung Shum, William T. Freeman, Face Hallucination: Theory and Practice International Journal of Computer Vision. ,vol. 75, pp. 115- 134 ,(2007) , 10.1007/S11263-006-0029-5