411 citations · 2k across the 20 of their papers we have counts for
4 papers · 1 filter
Learning to Improve Image Compression without Changing the Standard Decoder
Yannick Strümpler, Ren Yang, Radu Timofte
In recent years we have witnessed an increasing interest in applying Deep Neural Networks (DNNs) to improve the rate-distortion performance in image compression. However, the exist…
OpenDVC: An Open Source Implementation of the DVC Video Compression Method
Ren Yang, Luc Van Gool, Radu Timofte
We introduce an open source Tensorflow implementation of the Deep Video Compression (DVC) method in this technical report. DVC is the first end-to-end optimized learned video compr…
Learning for Video Compression with Recurrent Auto-Encoder and Recurrent Probability Model
Ren Yang, Fabian Mentzer, Luc Van Gool +1
The past few years have witnessed increasing interests in applying deep learning to video compression. However, the existing approaches compress a video frame with only a few numbe…
Learning for Video Compression with Hierarchical Quality and Recurrent Enhancement
Ren Yang, Fabian Mentzer, Luc Van Gool +1
In this paper, we propose a Hierarchical Learned Video Compression (HLVC) method with three hierarchical quality layers and a recurrent enhancement network. The frames in the first…