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Advancement of Deep Learning and its Applications in Object Detection and Recognition (Hardcover)
Loot Price: R3,059
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Advancement of Deep Learning and its Applications in Object Detection and Recognition (Hardcover)
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Object detection is a basic visual identification problem in
computer vision that has been explored extensively over the years.
Visual object detection seeks to discover objects of specific
target classes in a given image with pinpoint accuracy and apply a
class label to each object instance. Object recognition strategies
based on deep learning have been intensively investigated in recent
years as a result of the remarkable success of deep learning-based
image categorization. In this book, we go through in detail
detector architectures, feature learning, proposal generation,
sampling strategies, and other issues that affect detection
performance. The book describes every newly proposed novel solution
but skips through the fundamentals so that readers can see the
field's cutting edge more rapidly. Moreover, unlike prior object
detection publications, this project analyses deep learning-based
object identification methods systematically and exhaustively, and
also gives the most recent detection solutions and a collection of
noteworthy research trends. The book focuses primarily on
step-by-step discussion, an extensive literature review, detailed
analysis and discussion, and rigorous experimentation results.
Furthermore, a practical approach is displayed and encouraged.
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