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Frame Interpolation with Multi-Scale Deep Loss Functions and Generative Adversarial Networks


Nov 16, 2017
Joost van Amersfoort, Wenzhe Shi, Alejandro Acosta, Francisco Massa, Johannes Totz, Zehan Wang, Jose Caballero


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Checkerboard artifact free sub-pixel convolution: A note on sub-pixel convolution, resize convolution and convolution resize


Jul 10, 2017
Andrew Aitken, Christian Ledig, Lucas Theis, Jose Caballero, Zehan Wang, Wenzhe Shi


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Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network


May 25, 2017
Christian Ledig, Lucas Theis, Ferenc Huszar, Jose Caballero, Andrew Cunningham, Alejandro Acosta, Andrew Aitken, Alykhan Tejani, Johannes Totz, Zehan Wang, Wenzhe Shi

* 19 pages, 15 figures, 2 tables, accepted for oral presentation at CVPR, main paper + some supplementary material 

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Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion Compensation


Apr 10, 2017
Jose Caballero, Christian Ledig, Andrew Aitken, Alejandro Acosta, Johannes Totz, Zehan Wang, Wenzhe Shi

* Changes: * Uploaded Vid4 results (footnote 1). * Added references [14, 29] as spatial-transformer prior art. * Fixed typos 

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Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network


Sep 23, 2016
Wenzhe Shi, Jose Caballero, Ferenc Huszár, Johannes Totz, Andrew P. Aitken, Rob Bishop, Daniel Rueckert, Zehan Wang

* CVPR 2016 paper with updated affiliations and supplemental material, fixed typo in equation 4 

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Is the deconvolution layer the same as a convolutional layer?


Sep 22, 2016
Wenzhe Shi, Jose Caballero, Lucas Theis, Ferenc Huszar, Andrew Aitken, Christian Ledig, Zehan Wang

* This is a note to share some additional insights for our the CVPR paper 

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