Advances in Visual Data Compression and Communication: Meeting the Requirements of New Applications (Hardcover)
暫譯: 視覺數據壓縮與通信的進展:滿足新應用需求

Feng Wu

  • 出版商: Auerbach Publication
  • 出版日期: 2014-08-05
  • 售價: $2,880
  • 貴賓價: 9.5$2,736
  • 語言: 英文
  • 頁數: 513
  • 裝訂: Hardcover
  • ISBN: 1482234130
  • ISBN-13: 9781482234138
  • 立即出貨 (庫存=1)

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商品描述

Visual information is one of the richest and most bandwidth-consuming modes of communication. To meet the requirements of emerging applications, powerful data compression and transmission techniques are required to achieve highly efficient communication, even in the presence of growing communication channels that offer increased bandwidth.

Presenting the results of the author’s years of research on visual data compression and transmission, Advances in Visual Data Compression and Communication: Meeting the Requirements of New Applications provides a theoretical and technical basis for advanced research on visual data compression and communication.

The book studies the drifting problem in scalable video coding, analyzes the reasons causing the problem, and proposes various solutions to the problem. It explores the author’s Barbell-based lifting coding scheme that has been adopted as common software by MPEG. It also proposes a unified framework for deriving a directional transform from the nondirectional counterpart. The structure of the framework and the statistic distribution of coefficients are similar to those of the nondirectional transforms, which facilitates subsequent entropy coding.

Exploring the visual correlation that exists in media, the text extends the current coding framework from different aspects, including advanced image synthesis—from description and reconstruction to organizing correlated images as a pseudo sequence. It explains how to apply compressive sensing to solve the data compression problem during transmission and covers novel research on compressive sensor data gathering, random projection codes, and compressive modulation.

For analog and digital transmission technologies, the book develops the pseudo-analog transmission for media and explores cutting-edge research on distributed pseudo-analog transmission, denoising in pseudo-analog transmission, and supporting MIMO. It concludes by considering emerging developments of information theory for future applications.

商品描述(中文翻譯)

視覺資訊是最豐富且最消耗頻寬的溝通模式之一。為了滿足新興應用的需求,需要強大的數據壓縮和傳輸技術,以實現高效的通信,即使在提供更高頻寬的通信通道日益增長的情況下。

本書《視覺數據壓縮與通信的進展:滿足新應用的需求》呈現了作者多年來在視覺數據壓縮和傳輸方面的研究成果,為視覺數據壓縮和通信的高級研究提供了理論和技術基礎。

本書研究了可擴展視頻編碼中的漂移問題,分析了造成該問題的原因,並提出了各種解決方案。它探討了作者的基於杠鈴的提升編碼方案,該方案已被MPEG作為通用軟體採用。書中還提出了一個統一框架,用於從無方向對應物推導方向變換。該框架的結構和係數的統計分佈類似於無方向變換,這有助於後續的熵編碼。

本書探討了媒體中存在的視覺相關性,從不同方面擴展了當前的編碼框架,包括先進的圖像合成——從描述和重建到將相關圖像組織為偽序列。它解釋了如何應用壓縮感知來解決傳輸過程中的數據壓縮問題,並涵蓋了關於壓縮傳感器數據收集、隨機投影碼和壓縮調製的新穎研究。

對於類比和數字傳輸技術,本書開發了媒體的偽類比傳輸,並探討了分佈式偽類比傳輸、偽類比傳輸中的去噪以及支持MIMO的前沿研究。最後,書中考慮了信息理論的最新發展,以應對未來的應用需求。