|
libcats.org
Machine Learning for Vision-based Motion Analysis: Theory and TechniquesLiang Wang, Guoying Zhao, Li Cheng, Matti PietikäinenTechniques of vision-based motion analysis aim to detect, track, identify, and generally understand the behavior of objects in image sequences. With the growth of video data in a wide range of applications from visual surveillance to human-machine interfaces, the ability to automatically analyze and understand object motions from video footage is of increasing importance. Among the latest developments in this field is the application of statistical machine learning algorithms for object tracking, activity modeling, and recognition. Developed from expert contributions to the first and second International Workshop on Machine Learning for Vision-Based Motion Analysis, this important text/reference highlights the latest algorithms and systems for robust and effective vision-based motion understanding from a machine learning perspective. Highlighting the benefits of collaboration between the communities of object motion understanding and machine learning, the book discusses the most active forefronts of research, including current challenges and potential future directions. Topics and features: provides a comprehensive review of the latest developments in vision-based motion analysis, presenting numerous case studies on state-of-the-art learning algorithms; examines algorithms for clustering and segmentation, and manifold learning for dynamical models; describes the theory behind mixed-state statistical models, with a focus on mixed-state Markov models that take into account spatial and temporal interaction; discusses object tracking in surveillance image streams, discriminative multiple target tracking, and guidewire tracking in fluoroscopy; explores issues of modeling for saliency detection, human gait modeling, modeling of extremely crowded scenes, and behavior modeling from video surveillance data; investigates methods for automatic recognition of gestures in Sign Language, and human action recognition from small training sets. Researchers, professional engineers, and graduate students in computer vision, pattern recognition and machine learning, will all find this text an accessible survey of machine learning techniques for vision-based motion analysis. The book will also be of interest to all who work with specific vision applications, such as surveillance, sport event analysis, healthcare, video conferencing, and motion video indexing and retrieval.
Популярные книги за неделю:
![]() Противостояние форматов DVD-R-RW и DVD+RWАвтор:Категория: Офисные программы бизнес-приложения
Размер книги: 56 Kb
![]() Тестирование Дот Ком, или Пособие по жестокому обращению с багами в интернет-стартапахАвтор: Роман Савин
Размер книги: 5.26 Mb
![]() Царство китайского языка - веселый путь овладения китайским языком. Учебник 2А и 2Б + аудиокурсАвтор: Liu Fuhua, Автор: Wang Wei, Автор: Zhou Ruian, Автор: Li Dongmei
Размер книги: 28.47 Mb
![]() Learning Curves: Body Image and Female Sexuality in Young Adult Literature (Scarecrow Studies in Young Adult Literature)Автор: Beth Younger
Размер книги: 5.55 Mb
Только что пользователи скачали эти книги:
![]() Все об оригамиАвтор: Сергей Афонькин, Автор: Елена АфонькинаКатегория: house
Размер книги: 10.32 Mb
![]() International Handbook of Education for Spirituality, Care and Wellbeing Part One (International Handbooks of Religion and Education)Автор: Marian de Souza, Автор: Leslie J. Francis, Автор: James O'Higgins-Norman, Автор: Daniel G. Scott
Размер книги: 7.16 Mb
![]() Diagnostic Ultrasound, 2-Volume Set, 4th EditionАвтор: Carol M. Rumack, Автор: Stephanie R. Wilson, Автор: J. William Charboneau, Автор: Deborah Levine
Размер книги: 663.22 Mb
![]() Определитель гельминтов домашних и диких свинейАвтор: Рыжиков К.М. и др.Категория: Животные
Размер книги: 2.20 Mb
![]() Морфология гамет животных. Значение для систематики и филогенетикиАвтор: Дроздов А.Л., Автор: Иванков В.Н.Категория: Животные
Размер книги: 9.30 Mb
![]() Проволочники и меры борьбы с нимиАвтор: Бобинская С.Г. и др.Категория: Животные
Размер книги: 9.06 Mb
![]() Advances in Computational Electrodynamics: The Finite Difference Time Domain MethodАвтор: Taflove A.
Размер книги: 14.79 Mb
![]() Физическая космологияАвтор: Пиблс П.(P.J.E.Peebles)Категория: P_Physics, PGrc_Cosmology
Размер книги: 7.61 Mb
|
|