Efficient Video Super-Resolution through Recurrent Latent Space Propagation
作者： Radu Timofte , Shuhang Gu , Dario Fuoli
DOI:
关键词: Computer science 、 Motion estimation 、 Space (mathematics) 、 Algorithm 、 Superresolution 、 Motion compensation
摘要: … First, xt is converted from RGB color space to the brightness channel Y (from YCbCr color … We investigate our models in terms of runtime, accuracy, temporal consistency, information …
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Du Tran, Lubomir Bourdev, Rob Fergus, Lorenzo Torresani, Manohar Paluri, Learning Spatiotemporal Features with 3D Convolutional Networks 2015 IEEE International Conference on Computer Vision (ICCV). pp. 4489- 4497 ,(2015) , 10.1109/ICCV.2015.510
Yoshua Bengio, Xavier Glorot, Understanding the difficulty of training deep feedforward neural networks international conference on artificial intelligence and statistics. pp. 249- 256 ,(2010)
Chao Dong, Chen Change Loy, Kaiming He, Xiaoou Tang, Image Super-Resolution Using Deep Convolutional Networks IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 38, pp. 295- 307 ,(2016) , 10.1109/TPAMI.2015.2439281
Ce Liu, Deqing Sun, A Bayesian approach to adaptive video super resolution CVPR 2011. pp. 209- 216 ,(2011) , 10.1109/CVPR.2011.5995614
Sepp Hochreiter, Jürgen Schmidhuber, Long short-term memory Neural Computation. ,vol. 9, pp. 1735- 1780 ,(1997) , 10.1162/NECO.1997.9.8.1735
Sung Cheol Park, Min Kyu Park, Moon Gi Kang, Super-resolution image reconstruction: a technical overview IEEE Signal Processing Magazine. ,vol. 20, pp. 21- 36 ,(2003) , 10.1109/MSP.2003.1203207
, Generative Adversarial Nets neural information processing systems. ,vol. 27, pp. 2672- 2680 ,(2014) , 10.3156/JSOFT.29.5_177_2
Stefanos P Belekos, Nikolaos P Galatsanos, Aggelos K Katsaggelos, Maximum a Posteriori Video Super-Resolution Using a New Multichannel Image Prior IEEE Transactions on Image Processing. ,vol. 19, pp. 1451- 1464 ,(2010) , 10.1109/TIP.2010.2042115
Ilya Sutskever, Geoffrey E. Hinton, Alex Krizhevsky, ImageNet Classification with Deep Convolutional Neural Networks neural information processing systems. ,vol. 25, pp. 1097- 1105 ,(2012)
Sina Farsiu, M Dirk Robinson, P Elad, M, Milanfar, Fast and robust multiframe super resolution IEEE Transactions on Image Processing. ,vol. 13, pp. 1327- 1344 ,(2004) , 10.1109/TIP.2004.834669