Image and video compression with neural networks: A review
In recent years, the image and video coding technologies have advanced by leaps and
bounds. However, due to the popularization of image and video acquisition devices, the …
bounds. However, due to the popularization of image and video acquisition devices, the …
Deep learning-based video coding: A review and a case study
The past decade has witnessed the great success of deep learning in many disciplines,
especially in computer vision and image processing. However, deep learning-based video …
especially in computer vision and image processing. However, deep learning-based video …
Video coding for machines: A paradigm of collaborative compression and intelligent analytics
Video coding, which targets to compress and reconstruct the whole frame, and feature
compression, which only preserves and transmits the most critical information, stand at two …
compression, which only preserves and transmits the most critical information, stand at two …
A convolutional neural network approach for post-processing in HEVC intra coding
Lossy image and video compression algorithms yield visually annoying artifacts including
blocking, blurring, and ringing, especially at low bit-rates. To reduce these artifacts, post …
blocking, blurring, and ringing, especially at low bit-rates. To reduce these artifacts, post …
Content-aware convolutional neural network for in-loop filtering in high efficiency video coding
Recently, convolutional neural network (CNN) has attracted tremendous attention and has
achieved great success in many image processing tasks. In this paper, we focus on CNN …
achieved great success in many image processing tasks. In this paper, we focus on CNN …
A deep learning approach for multi-frame in-loop filter of HEVC
An extensive study on the in-loop filter has been proposed for a high efficiency video coding
(HEVC) standard to reduce compression artifacts, thus improving coding efficiency …
(HEVC) standard to reduce compression artifacts, thus improving coding efficiency …
Enhancing quality for HEVC compressed videos
The latest High Efficiency Video Coding (HEVC) standard has been increasingly applied to
generate video streams over the Internet. However, HEVC compressed videos may incur …
generate video streams over the Internet. However, HEVC compressed videos may incur …
Advances in video compression system using deep neural network: A review and case studies
Significant advances in video compression systems have been made in the past several
decades to satisfy the near-exponential growth of Internet-scale video traffic. From the …
decades to satisfy the near-exponential growth of Internet-scale video traffic. From the …