Versatile Video Coding (VVC) : Machine Learning and Heuristics (Synthesis Lectures on Engineering, Science, and Technology) （2022）

Saldanha, Mário/ Sanchez, Gustavo/ Marcon, César

Springer International Publishing AG（2022/09発売）

• 製本 Hardcover:ハードカバー版／ページ数 123 p.
• 言語 ENG
• 商品コード 9783031116391
• DDC分類 006.696

Full Description

This book discusses the Versatile Video Coding (VVC), the ISO and ITU state-of-the-art video coding standard. VVC reaches a compression efficiency significantly higher than its predecessor standard (HEVC) and it has a high versatility for efficient use in a broad range of applications and different types of video content, including Ultra-High Definition (UHD), High-Dynamic Range (HDR), screen content, 360º videos, and resolution adaptivity. The authors introduce the novel VVC tools for block partitioning, intra-frame and inter-frames predictions, transforms, quantization, entropy coding, and in-loop filtering. The authors also present some solutions exploring VVC encoding behavior at different levels to accelerate the intra-frame prediction, applying statistical-based heuristics and machine learning (ML) techniques.

Contents

Introduction.- Versatile Video Coding.- VVC Intra-Frame Prediction.- State-of-the-Art Overview.- Performance Analysis of VVC Intra-Frame Prediction.- Heuristic Based Fast Multi-Type Tree Decision Scheme for Luminance.- Light Gradient Boosting Machine Configurable Fast Block Partitioning for Luminance.- Learning-Based Fast Decision for Intra-Frame Prediction Mode Selection for Luminance.- Fast Intra-Frame Prediction Transform for Luminance Using Decision Trees.- Heuristic Based Fast Block Partitioning Scheme for Chrominance.- Conclusions.