Machine Learning for Multimedia Communications

Machine Learning Based Content-Agnostic Viewport Prediction for 360-Degree Video

(2022) Sam Van Damme et al.   ACM Transactions on Multimedia Computing Communications and Applications

A review of temporal video error concealment techniques and their suitability for HEVC and VVC

(2021) Mohammad Kazemi et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Mosaic: Advancing User Quality of Experience in 360-Degree Video Streaming With Machine Learning

(2021) Sohee Park et al.   IEEE Transactions on Network and Service Management

Applying machine learning techniques for caching in next-generation edge networks: A comprehensive survey

(2021) Junaid Shuja et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

Predicting user visual attention in virtual reality with a deep learning model

(2021) Xiangdong Li et al.   VIRTUAL REALITY

Deep Compression for Dense Point Cloud Maps

(2021) Louis Wiesmann et al.   IEEE Robotics and Automation Letters

A survey on 360-degree video: Coding, quality of experience and streaming

(2021) Federico Chiariotti   COMPUTER COMMUNICATIONS

Semantics-Empowered Communication for Networked Intelligent Systems

(2021) Marios Kountouris et al.   IEEE COMMUNICATIONS MAGAZINE

Learning to Decode Protograph LDPC Codes

(2021) Jincheng Dai et al.   IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS

Advances in Video Compression System Using Deep Neural Network: A Review and Case Studies

(2021) Dandan Ding et al.   PROCEEDINGS OF THE IEEE

Prediction of Head Movement in 360-Degree Videos Using Attention Model

(2021) Dongwon Lee et al.   SENSORS

MMMNet: An End-to-End Multi-Task Deep Convolution Neural Network With Multi-Scale and Multi-Hierarchy Fusion for Blind Image Quality Assessment

(2021) Fan Li et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY

Lossy Point Cloud Geometry Compression via End-to-End Learning

(2021) Jianqiang Wang et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY

Tile-Based Edge Caching for 360° Live Video Streaming

(2021) Pantelis Maniotis et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY

Viewport-Aware Deep Reinforcement Learning Approach for 360$^\circ$ Video Caching

(2021) Pantelis Maniotis et al.   IEEE TRANSACTIONS ON MULTIMEDIA

Towards Optimal Low-Latency Live Video Streaming

(2021) Liyang Sun et al.   IEEE-ACM TRANSACTIONS ON NETWORKING

RAPT360: Reinforcement Learning-Based Rate Adaptation for 360-Degree Video Streaming With Adaptive Prediction and Tiling

(2021) Nuowen Kan et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY

State-of-the-Art in 360° Video/Image Processing: Perception, Assessment and Compression

(2020) Mai Xu et al.   IEEE Journal of Selected Topics in Signal Processing

Taming the Latency in Multi-User VR 360°: A QoE-Aware Deep Learning-Aided Multicast Framework

(2020) Cristina Perfecto et al.   IEEE TRANSACTIONS ON COMMUNICATIONS

Model Compression and Hardware Acceleration for Neural Networks: A Comprehensive Survey

(2020) By Lei Deng et al.   PROCEEDINGS OF THE IEEE

Temporal capsule networks for video motion estimation and error concealment

(2020) Arun Sankisa et al.   Signal Image and Video Processing

A Meta-Learning Scheme for Adaptive Short-Term Network Traffic Prediction

(2020) Qing He et al.   IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS

Delivery of omnidirectional video using saliency prediction and optimal bitrate allocation

(2020) Cagri Ozcinar et al.   Signal Image and Video Processing

Nonlinear Transform Coding

(2020) Johannes Balle et al.   IEEE Journal of Selected Topics in Signal Processing

MFRNet: A New CNN Architecture for Post-Processing and In-loop Filtering

(2020) Di Ma et al.   IEEE Journal of Selected Topics in Signal Processing

Learning for Video Compression With Recurrent Auto-Encoder and Recurrent Probability Model

(2020) Ren Yang et al.   IEEE Journal of Selected Topics in Signal Processing

Pruning and Quantizing Neural Belief Propagation Decoders

(2020) Andreas Buchberger et al.   IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS

Sequential Reinforced 360-Degree Video Adaptive Streaming With Cross-User Attentive Network

(2020) Jun Fu et al.   IEEE TRANSACTIONS ON BROADCASTING

Quality Assessment for Omnidirectional Video: A Spatio-Temporal Distortion Modeling Approach

(2020) Pan Gao et al.   IEEE TRANSACTIONS ON MULTIMEDIA

Visual Attention-Aware Omnidirectional Video Streaming Using Optimal Tiles for Virtual Reality

(2019) Cagri Ozcinar et al.   IEEE Journal on Emerging and Selected Topics in Circuits and Systems

Rate-Utility Optimized Streaming of Volumetric Media for Augmented Reality

(2019) Jounsup Park et al.   IEEE Journal on Emerging and Selected Topics in Circuits and Systems

Making content caching policies 'smart' using the deepcache framework

(2019) Arvind Narayanan et al.   ACM SIGCOMM Computer Communication Review

In-Edge AI: Intelligentizing Mobile Edge Computing, Caching and Communication by Federated Learning

(2019) Xiaofei Wang et al.   IEEE NETWORK

Point Cloud Saliency Detection by Local and Global Feature Fusion

(2019) Xiaoying Ding et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Lossless Image Compression Techniques: A State-of-the-Art Survey

(2019) Md. Atiqur Rahman et al.   Symmetry-Basel

Probabilistic Tile Visibility-Based Server-Side Rate Adaptation for Adaptive 360-Degree Video Streaming

(2019) Junni Zou et al.   IEEE Journal of Selected Topics in Signal Processing

AI Coding: Learning to Construct Error Correction Codes

(2019) Lingchen Huang et al.   IEEE TRANSACTIONS ON COMMUNICATIONS

Active Deep Decoding of Linear Codes

(2019) Ishay Be'Ery et al.   IEEE TRANSACTIONS ON COMMUNICATIONS

Adaptive Video Streaming With Edge Caching and Video Transcoding Over Software-Defined Mobile Networks: A Deep Reinforcement Learning Approach

(2019) Jia Luo et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Tile-Based Joint Caching and Delivery of 360° Videos in Heterogeneous Networks

(2019) Pantelis Maniotis et al.   IEEE TRANSACTIONS ON MULTIMEDIA

Optimal and Scalable Caching for 5G Using Reinforcement Learning of Space-Time Popularities

(2018) Alireza Sadeghi et al.   IEEE Journal of Selected Topics in Signal Processing

Deep Learning Methods for Improved Decoding of Linear Codes

(2018) Eliya Nachmani et al.   IEEE Journal of Selected Topics in Signal Processing

Content-Aware Proactive Caching for Backhaul Offloading in Cellular Network

(2018) Khai Nguyen Doan et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Learn to Cache: Machine Learning for Network Edge Caching in the Big Data Era

(2018) Zheng Chang et al.   IEEE WIRELESS COMMUNICATIONS

LBP: Robust Rate Adaptation Algorithm for SVC Video Streaming

(2018) Anis Elgabli et al.   IEEE-ACM TRANSACTIONS ON NETWORKING

Image compression techniques: A survey in lossless and lossy algorithms

(2018) A.J. Hussain et al.   NEUROCOMPUTING

SalNet360: Saliency maps for omni-directional images with CNN

(2018) Rafael Monroy et al.   SIGNAL PROCESSING-IMAGE COMMUNICATION

The Role of Caching in Future Communication Systems and Networks

(2018) Georgios S. Paschos et al.   IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS

Decoding Optimization for 5G LDPC Codes by Machine Learning

(2018) Xiaoning Wu et al.   IEEE Access

Cooperative Tile-Based 360° Panoramic Streaming in Heterogeneous Networks Using Scalable Video Coding

(2018) Xiaoyi Zhang et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY

Blind Image Quality Assessment Using a Deep Bilinear Convolutional Neural Network

(2018) Weixia Zhang et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY

Rate-Accuracy Trade-Off in Video Classification With Deep Convolutional Neural Networks

(2018) Mohammad Jubran et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY

Deep Convolutional Neural Models for Picture-Quality Prediction: Challenges and Solutions to Data-Driven Image Quality Assessment

(2017) Jongyoo Kim et al.   IEEE SIGNAL PROCESSING MAGAZINE

Geometric Deep Learning: Going beyond Euclidean data

(2017) Michael M. Bronstein et al.   IEEE SIGNAL PROCESSING MAGAZINE

Study of Temporal Effects on Subjective Video Quality of Experience

(2017) Christos George Bampis et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Context-Aware Proactive Content Caching With Service Differentiation in Wireless Networks

(2017) Sabrina Muller et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Caching at the wireless edge: design aspects, challenges, and future directions

(2016) Dong Liu et al.   IEEE COMMUNICATIONS MAGAZINE

A Learning-Based Approach to Caching in Heterogenous Small Cell Networks

(2016) B. N. Bharath et al.   IEEE TRANSACTIONS ON COMMUNICATIONS

Edge Computing: Vision and Challenges

(2016) Weisong Shi et al.   IEEE Internet of Things Journal

A Control-Theoretic Approach for Dynamic Adaptive Video Streaming over HTTP

(2015) Xiaoqi Yin et al.   ACM SIGCOMM Computer Communication Review

Deep learning

(2015) Yann LeCun et al.   NATURE

A Control-Theoretic Approach for Dynamic Adaptive Video Streaming over HTTP

(2015) Xiaoqi Yin et al.   ACM SIGCOMM Computer Communication Review

Living on the edge: The role of proactive caching in 5G wireless networks

(2014) Ejder Bastug et al.   IEEE COMMUNICATIONS MAGAZINE

Taking on webRTC in an enterprise

(2013) Alan Johnston et al.   IEEE COMMUNICATIONS MAGAZINE

The MPEG-DASH Standard for Multimedia Streaming Over the Internet

(2011) Iraj Sodagar   IEEE MULTIMEDIA

Channel Polarization: A Method for Constructing Capacity-Achieving Codes for Symmetric Binary-Input Memoryless Channels

(2009) Erdal Arikan   IEEE TRANSACTIONS ON INFORMATION THEORY

Cloud computing

(2008) Brian Hayes   COMMUNICATIONS OF THE ACM