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Advancement of Deep Learning and its Applications in Object Detection and Recognition (eBook, PDF)

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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...

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