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Person Re-Identification with Limited Supervision - Amit K. Roy Chowdhury - Bog - Springer International Publishing AG - Plusbog.dk

Person Re-Identification with Limited Supervision - Amit K. Roy Chowdhury - Bog - Springer International Publishing AG - Plusbog.dk

Person re-identification is the problem of associating observations of targets in different non-overlapping cameras. Most of the existing learning-based methods have resulted in improved performance on standard re-identification benchmarks, but at the cost of time-consuming and tediously labeled data. Motivated by this, learning person re-identification models with limited to no supervision has drawn a great deal of attention in recent years. In this book, we provide an overview of some of the literature in person re-identification, and then move on to focus on some specific problems in the context of person re-identification with limited supervision in multi-camera environments. We expect this to lead to interesting problems for researchers to consider in the future, beyond the conventional fully supervised setup that has been the framework for a lot of work in person re-identification. Chapter 1 starts with an overview of the problems in person re-identification and the major research directions. We provide an overview of the prior works that align most closely with the limited supervision theme of this book. Chapter 2 demonstrates how global camera network constraints in the form of consistency can be utilized for improving the accuracy of camera pair-wise person re-identification models and also selecting a minimal subset of image pairs for labeling without compromising accuracy. Chapter 3 presents two methods that hold the potential for developing highly scalable systems for video person re-identification with limited supervision. In the one-shot setting where only one tracklet per identity is labeled, the objective is to utilize this small labeled set along with a larger unlabeled set of tracklets to obtain a re-identification model. Another setting is completely unsupervised without requiring any identity labels. The temporal consistency in the videos allows us to infer about matching objects across the cameras with higher confidence, even with limited to no supervision. Chapter 4 investigates person re-identification in dynamic camera networks. Specifically, we consider a novel problem that has received very little attention in the community but is critically important for many applications where a new camera is added to an existing group observing a set of targets. We propose two possible solutions for on-boarding new camera(s) dynamically to an existing network using transfer learning with limited additional supervision. Finally, Chapter 5 concludes the book by highlighting the major directions for future research.

DKK 264.00
1

Re-presenting Research - Merel M. Van Goch - Bog - Springer International Publishing AG - Plusbog.dk

New Migrations, New Multilingual Practices, New Identities - Giulia Pepe - Bog - Springer International Publishing AG - Plusbog.dk

Requirements Engineering: Foundation for Software Quality - - Bog - Springer International Publishing AG - Plusbog.dk

(Re)designing the Continuum of Care for Older Adults - - Bog - Springer International Publishing AG - Plusbog.dk

(Re)designing the Continuum of Care for Older Adults - - Bog - Springer International Publishing AG - Plusbog.dk

This book broadens the visioning on new care environments that are designed to be inclusive, progressive, and convergent with the needs of an aging population. The contents cover a range of long-term care (LTC) settings in a single collection to address the needs of a wide audience. Due to the recent COVID-19 pandemic, rethinking the spatial design of care facilities in order to prepare for future respiratory and contagious pathogens is one of the prime concerns across the globe, along with social connectedness and autonomy in care settings. This book contributes to the next generation of knowledge and understanding of the growing field of the design of technology, programs, and environments for LTC that are more effective in infection prevention and control as well as social connectedness. To address these issues, the chapters are organized in four sections: - Part I: Home- and community-based care; - Part II: Facility-based care; - Part III: Memory care and end-of-life care; and - Part IV: Evidence-based applied projects and next steps. (Re)designing the Continuum of Care for Older Adults: The Future of Long-Term Care Settings is an essential resource for researchers, practitioners, educators, policymakers, and students associated with LTC home and healthcare settings. With diverse topics in theory, substantive issues, and methods, the contributions from notable researchers and scholars cover a range of innovative programming, environments, and technologies which can impact the changing needs and support for older adults and their families across the continuum of care.

DKK 731.00
1

(Re)designing the Continuum of Care for Older Adults - - Bog - Springer International Publishing AG - Plusbog.dk

(Re)designing the Continuum of Care for Older Adults - - Bog - Springer International Publishing AG - Plusbog.dk

This book broadens the visioning on new care environments that are designed to be inclusive, progressive, and convergent with the needs of an aging population. The contents cover a range of long-term care (LTC) settings in a single collection to address the needs of a wide audience. Due to the recent COVID-19 pandemic, rethinking the spatial design of care facilities in order to prepare for future respiratory and contagious pathogens is one of the prime concerns across the globe, along with social connectedness and autonomy in care settings. This book contributes to the next generation of knowledge and understanding of the growing field of the design of technology, programs, and environments for LTC that are more effective in infection prevention and control as well as social connectedness. To address these issues, the chapters are organized in four sections: Part I: Home- and community-based care; Part II: Facility-based care; PartIII: Memory care and end-of-life care; and Part IV: Evidence-based applied projects and next steps. (Re)designing the Continuum of Care for Older Adults: The Future of Long-Term Care Settings is an essential resource for researchers, practitioners, educators, policymakers, and students associated with LTC home and healthcare settings. With diverse topics in theory, substantive issues, and methods, the contributions from notable researchers and scholars cover a range of innovative programming, environments, and technologies which can impact the changing needs and support for older adults and their families across the continuum of care.

DKK 519.00
1

Humanity In-Between and Beyond - - Bog - Springer International Publishing AG - Plusbog.dk

Humanity In-Between and Beyond - - Bog - Springer International Publishing AG - Plusbog.dk

This volume discusses the definitional problems and conceptual strategies involved in defining the human. By crossing the boundaries of disciplines and themes, it offers a transdisciplinary platform for exploring the new ideas of the human and adjusting to the dynamic in which we are plunged. The emerging cyborgs and transhumans call for an urgent reconsideration of humans as individuals and collectives. The identity of the human in the 21st century eludes definitions underpinned by simplifying and simplified dichotomies. Affecting all the spheres of life, the discoveries and achievements of recent decades have challenged the bipolar categorizations of human/nonhuman and human/machine, real/virtual and thus opened the door to transdisciplinary considerations. Ours is a new world where the boundaries of normality and abnormality, a legacy of the long history of philosophy, medicine, and science need dismantling. We are now on our way to re-examine, re-understand, and re-describe what normal-abnormal, human-nonhuman, and I-we-they mean. We find ourselves facing what resembles the liminal stage of a global ritual, a stage of being in-between-between the old anthropocentric order and a new position of blurred boundaries. The volume addresses philosophical, bioethical, sociological, and cognitive approaches developed to transcend the binaries of human-nonhuman, natural-artificial, individual-collective, and real-virtual.

DKK 901.00
1

New Migration Patterns in the Americas - - Bog - Springer International Publishing AG - Plusbog.dk

Synthetic Friends - Hendrik Kempt - Bog - Springer International Publishing AG - Plusbog.dk

The New Ottoman Greece in History and Fiction - Trine Stauning Willert - Bog - Springer International Publishing AG - Plusbog.dk