Wireless Deep Video Semantic Transmission
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Journal on Selected Areas in Communications"
DOI: 10.1109/jsac.2022.3221977
Abstract: In this paper, we design a new class of high-efficiency deep joint source-channel coding methods to achieve end-to-end video transmission over wireless channels. The proposed methods exploit nonlinear transform and conditional coding architecture to adaptively… read more here.
Keywords: semantic transmission; deep video; video semantic; transmission ... See more keywords
Deep Video Precoding
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Circuits and Systems for Video Technology"
DOI: 10.1109/tcsvt.2019.2960084
Abstract: Several groups worldwide are currently investigating how deep learning may advance the state-of-the-art in image and video coding. An open question is how to make deep neural networks work in conjunction with existing (and upcoming)… read more here.
Keywords: video; deep video; 265 hevc; neural networks ... See more keywords
Geometry-Aware Deep Video Deblurring via Recurrent Feature Refinement
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Image Processing"
DOI: 10.1109/tip.2021.3137019
Abstract: Blurring in videos is a frequent phenomenon in real-world video data owing to camera shake or object movement at different scene depths. Hence, video deblurring is an ill-posed problem that requires understanding of geometric and… read more here.
Keywords: information; deep video; geometry; model ... See more keywords
Recurrent Temporal Aggregation Framework for Deep Video Inpainting
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Pattern Analysis and Machine Intelligence"
DOI: 10.1109/tpami.2019.2958083
Abstract: Video inpainting aims to fill in spatio-temporal holes in videos with plausible content. Despite tremendous progress on deep learning-based inpainting of a single image, it is still challenging to extend these methods to video domain… read more here.
Keywords: video; deep video; recurrent temporal; video inpainting ... See more keywords