WebApr 20, 2024 · Traditional video compression approaches build upon the hybrid coding framework with motion-compensated prediction and residual transform coding. In this paper, we propose the first end-to-end deep video compression framework to take advantage of both the classical compression architecture and the powerful non-linear representation … WebJun 25, 2024 · Learning based video compression attracts increasing attention in the past few years. The previous hybrid coding approaches rely on pixel space operations to reduce spatial and temporal redundancy, which may suffer from inaccurate motion estimation or less effective motion compensation. In this work, we propose a feature-space video …
Deep Learning in Latent Space for Video Prediction and Compression
WebPreviously worked in the field of Computer networks and Signal Processing. Currently working almost exclusively on applications of Deep Learning for video processing and compression algorithms; with a recent focus on using Reinforcement Learning and related techniques. Experienced in working with some parts of the Linux architecture, … WebApr 26, 2024 · Learning for Video Compression. One key challenge to learning-based video compression is that motion predictive coding, a very effective tool for video compression, can hardly be trained into a neural network. In this paper we propose the concept of VoxelCNN which includes motion extension and hybrid prediction networks. hotels next to singapore airport
How Machine Learning Is Changing Video Compression
WebLearning-based video compression has achieved substantial progress during recent years. The most influential approaches adopt deep neural networks (DNNs) to remove spatial and temporal redundancies by finding the appropriate lower-dimensional representations of frames in the video. ... {Liu, Bowen and Chen, Yu and Liu, Shiyu and … WebClick the “Choose Video” button to select your video file. Keep the default options (they do a great job!) or specify advanced options. Click on the “Compress Video” button to start … WebSep 19, 2024 · A Deep Learning Approach to Data Compression. We introduce Bit-Swap, a scalable and effective lossless data compression technique based on deep learning. It extends previous work on practical … hotels next to soldier field