|
|
libcats.org
Главная →
Machine Learning for Audio, Image and Video Analysis: Theory and Applications (Advanced Information and Knowledge Processing)Machine Learning for Audio, Image and Video Analysis: Theory and Applications (Advanced Information and Knowledge Processing)Francesco Camastra, Alessandro VinciarelliThis book is divided into three parts:
From Perception to Computation - Shows how the physical supports our auditory and visual perceptions. In other words, it shows how acoustic waves and electromagnetic radiation are converted into objects that can be manipulated by a computer. Machine Learning - Provides a rather deep survey of the main techniques used in machine learning. These chapters cover most of the algorithms applied in systems for audio, image, and video analysis. At this point, all of the algorithms are general pattern recognition techniques that could apply to any field. Applications - This section presents examples of applications using the techniques presented in part two. There is a chapter each dedicated to speech and handwriting recognition, face recognition, and video segmentation and keyframe extraction. Each chapter shows an overall system where analysis and machine learning components interact in order to accomplish a given task. Whenever possible the chapters of this part present results obtained using publicly available data and software package. This enables the reader to perform experiments similar to those presented in this book. The beginning of each chapter starts with what the reader should understand before getting started, such as calculus and chapter four in the case of chapter eleven. That is followed with a list of what the reaer should know after reading the chapter. I'd say parts one and two are quite good, but things break down a bit in part three. Granted, the subject of each of the three chapters in the final section is complex, but a few more figures and labeled algorithmic steps and maybe a little less prose might have made the specific matters of each task at hand clearer.
Скачать книгу бесплатно (pdf, 5.78 Mb)
Читать «Machine Learning for Audio, Image and Video Analysis: Theory and Applications (Advanced Information and Knowledge Processing)» EPUB | FB2 | MOBI | TXT | RTF
* Конвертация файла может нарушить форматирование оригинала. По-возможности скачивайте файл в оригинальном формате.
Популярные книги за неделю:
Проектирование и строительство. Дом, квартира, садАвтор: Петер Нойферт, Автор: Людвиг Нефф
Размер книги: 20.83 Mb
Система упражнений по развитию способностей человека (Практическое пособие)Автор: Петров Аркадий НаумовичКатегория: Путь к себе
Размер книги: 818 Kb
Сотворение мира (3-х томник)Автор: Петров Аркадий НаумовичКатегория: Путь к себе
Размер книги: 817 Kb
Радиолюбительские схемы на ИС типа 555Автор: Трейстер Р.Категория: Электротехника и связь
Размер книги: 13.64 Mb
Только что пользователи скачали эти книги:
Quantum gravity. Mathematical models and experimental boundsАвтор: Fauser B., Автор: et al. (eds.)
Размер книги: 2.40 Mb
Military Leadership in the British Civil Wars, 1642-1651Автор: Stanley D.M. CarpenterКатегория: Военная история
Размер книги: 4.54 Mb
Instructor's Solutions Manual for Modern Control Systems, 12th EditionАвтор: Richard C. Dorf, Автор: Robert H. BishopКатегория: Математика, Теория автоматического управления
Размер книги: 4.90 Mb
Sociology Beyond Societies: Mobilities for the Twenty First Century (International Library of Sociology)Автор: John UrryКатегория: Общественные науки прочие, Социология
Размер книги: 1.53 Mb
Sino-Japanese Relations: Towards a future-oriented diplomacy (Routledgecurzon Advances in Asia-Pacific Studies)Автор: Caroline RoseКатегория: Образование
Размер книги: 1.23 Mb
The Self-Sabotage Cycle: Why We Repeat Behaviors That Create Hardships and Ruin RelationshipsАвтор: Stanley Rosner, Автор: Patricia Hermes
Размер книги: 444 Kb
Bombay Anna: The Real Story and Remarkable Adventures of the King and I GovernessАвтор: Susan Morgan
Размер книги: 1.04 Mb
|
|
|