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This book provides a survey of deep learning approaches to domain
adaptation in computer vision. It gives the reader an overview of
the state-of-the-art research in deep learning based domain
adaptation. This book also discusses the various approaches to deep
learning based domain adaptation in recent years. It outlines the
importance of domain adaptation for the advancement of computer
vision, consolidates the research in the area and provides the
reader with promising directions for future research in domain
adaptation. Divided into four parts, the first part of this book
begins with an introduction to domain adaptation, which outlines
the problem statement, the role of domain adaptation and the
motivation for research in this area. It includes a chapter
outlining pre-deep learning era domain adaptation techniques. The
second part of this book highlights feature alignment based
approaches to domain adaptation. The third part of this book
outlines image alignment procedures for domain adaptation. The
final section of this book presents novel directions for research
in domain adaptation. This book targets researchers working in
artificial intelligence, machine learning, deep learning and
computer vision. Industry professionals and entrepreneurs seeking
to adopt deep learning into their applications will also be
interested in this book.
This book provides a survey of deep learning approaches to domain
adaptation in computer vision. It gives the reader an overview of
the state-of-the-art research in deep learning based domain
adaptation. This book also discusses the various approaches to deep
learning based domain adaptation in recent years. It outlines the
importance of domain adaptation for the advancement of computer
vision, consolidates the research in the area and provides the
reader with promising directions for future research in domain
adaptation. Divided into four parts, the first part of this book
begins with an introduction to domain adaptation, which outlines
the problem statement, the role of domain adaptation and the
motivation for research in this area. It includes a chapter
outlining pre-deep learning era domain adaptation techniques. The
second part of this book highlights feature alignment based
approaches to domain adaptation. The third part of this book
outlines image alignment procedures for domain adaptation. The
final section of this book presents novel directions for research
in domain adaptation. This book targets researchers working in
artificial intelligence, machine learning, deep learning and
computer vision. Industry professionals and entrepreneurs seeking
to adopt deep learning into their applications will also be
interested in this book.
This book is the first resource to provide in-depth coverage on
topical areas of assistive, rehabilitative, and health-related
applications for haptic (touch-based) technologies. Application
topics are grouped into thematic areas spanning haptic devices for
sensory impairments, health and well-being, and physical
impairments which are illustrated in this book. A diverse group of
experts in the field were invited to contribute different chapters
to provide complementary and multidisciplinary perspectives. Unlike
other books on haptics, which focus on human haptic perception,
specific modalities of haptics (e.g., realistic haptic rendering),
or broadly cover the subfields of haptics, this book takes an
application-oriented approach to present a tour of how the field of
haptics has been advanced with respect to important, impactful
thematic focuses. Under Theme 1 "Sensory Impairments", haptics
technologies to support individuals with sensory impairments is
presented which includes: Spatial awareness in sensory impairments
through touch; Haptically-assisted interfaces for persons with
visual impairments; and Enabling learning experiences for visually
impaired children by interaction design. Under Theme 2 "Haptics for
Health and Well-Being", haptics technologies aimed at supporting
exercise and healthy aging will be covered including: Haptics in
rehabilitation, exergames and health; Therapeutic haptics for
mental health and well-being; and Applications of haptics in
medicine. Under Theme 3 "Haptics for Physical Impairments", haptics
technologies for enhancing the quality of life for individuals with
weakened/impaired limbs or neurological diseases impacting movement
is targeted including: Assistive soft exoskeletons with pneumatic
artificial muscles; Haptics for accessibility in rehabilitative
hardware; and intelligent robotics and immersive displays for
enhancing haptic interaction in physical rehabilitation
environments. Engineers, scientists, and researchers working in the
areas of haptics, multimedia, virtual/augmented/mixed-reality,
human-computer interaction, assistive technologies, rehabilitative
technologies, healthcare technologies, and/or actuator design will
want to purchase this book. Advanced level students and hobbyists
interested in haptics will also be interested in this book.
This book is the first resource to provide in-depth coverage on
topical areas of assistive, rehabilitative, and health-related
applications for haptic (touch-based) technologies. Application
topics are grouped into thematic areas spanning haptic devices for
sensory impairments, health and well-being, and physical
impairments which are illustrated in this book. A diverse group of
experts in the field were invited to contribute different chapters
to provide complementary and multidisciplinary perspectives. Unlike
other books on haptics, which focus on human haptic perception,
specific modalities of haptics (e.g., realistic haptic rendering),
or broadly cover the subfields of haptics, this book takes an
application-oriented approach to present a tour of how the field of
haptics has been advanced with respect to important, impactful
thematic focuses. Under Theme 1 "Sensory Impairments", haptics
technologies to support individuals with sensory impairments is
presented which includes: Spatial awareness in sensory impairments
through touch; Haptically-assisted interfaces for persons with
visual impairments; and Enabling learning experiences for visually
impaired children by interaction design. Under Theme 2 "Haptics for
Health and Well-Being", haptics technologies aimed at supporting
exercise and healthy aging will be covered including: Haptics in
rehabilitation, exergames and health; Therapeutic haptics for
mental health and well-being; and Applications of haptics in
medicine. Under Theme 3 "Haptics for Physical Impairments", haptics
technologies for enhancing the quality of life for individuals with
weakened/impaired limbs or neurological diseases impacting movement
is targeted including: Assistive soft exoskeletons with pneumatic
artificial muscles; Haptics for accessibility in rehabilitative
hardware; and intelligent robotics and immersive displays for
enhancing haptic interaction in physical rehabilitation
environments. Engineers, scientists, and researchers working in the
areas of haptics, multimedia, virtual/augmented/mixed-reality,
human-computer interaction, assistive technologies, rehabilitative
technologies, healthcare technologies, and/or actuator design will
want to purchase this book. Advanced level students and hobbyists
interested in haptics will also be interested in this book.
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