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Domain Adaptation for Visual Understanding (Hardcover, 1st ed. 2020): Richa Singh, Mayank Vatsa, Vishal M. Patel, Nalini Ratha Domain Adaptation for Visual Understanding (Hardcover, 1st ed. 2020)
Richa Singh, Mayank Vatsa, Vishal M. Patel, Nalini Ratha
R2,789 Discovery Miles 27 890 Ships in 10 - 15 working days

This unique volume reviews the latest advances in domain adaptation in the training of machine learning algorithms for visual understanding, offering valuable insights from an international selection of experts in the field. The text presents a diverse selection of novel techniques, covering applications of object recognition, face recognition, and action and event recognition. Topics and features: reviews the domain adaptation-based machine learning algorithms available for visual understanding, and provides a deep metric learning approach; introduces a novel unsupervised method for image-to-image translation, and a video segment retrieval model that utilizes ensemble learning; proposes a unique way to determine which dataset is most useful in the base training, in order to improve the transferability of deep neural networks; describes a quantitative method for estimating the discrepancy between the source and target data to enhance image classification performance; presents a technique for multi-modal fusion that enhances facial action recognition, and a framework for intuition learning in domain adaptation; examines an original interpolation-based approach to address the issue of tracking model degradation in correlation filter-based methods. This authoritative work will serve as an invaluable reference for researchers and practitioners interested in machine learning-based visual recognition and understanding.

Domain Adaptation for Visual Understanding (Paperback, 1st ed. 2020): Richa Singh, Mayank Vatsa, Vishal M. Patel, Nalini Ratha Domain Adaptation for Visual Understanding (Paperback, 1st ed. 2020)
Richa Singh, Mayank Vatsa, Vishal M. Patel, Nalini Ratha
R2,748 Discovery Miles 27 480 Ships in 10 - 15 working days

This unique volume reviews the latest advances in domain adaptation in the training of machine learning algorithms for visual understanding, offering valuable insights from an international selection of experts in the field. The text presents a diverse selection of novel techniques, covering applications of object recognition, face recognition, and action and event recognition. Topics and features: reviews the domain adaptation-based machine learning algorithms available for visual understanding, and provides a deep metric learning approach; introduces a novel unsupervised method for image-to-image translation, and a video segment retrieval model that utilizes ensemble learning; proposes a unique way to determine which dataset is most useful in the base training, in order to improve the transferability of deep neural networks; describes a quantitative method for estimating the discrepancy between the source and target data to enhance image classification performance; presents a technique for multi-modal fusion that enhances facial action recognition, and a framework for intuition learning in domain adaptation; examines an original interpolation-based approach to address the issue of tracking model degradation in correlation filter-based methods. This authoritative work will serve as an invaluable reference for researchers and practitioners interested in machine learning-based visual recognition and understanding.

Machine Intelligence and Signal Processing (Paperback, 1st ed. 2016): Richa Singh, Mayank Vatsa, Angshul Majumdar, Ajay Kumar Machine Intelligence and Signal Processing (Paperback, 1st ed. 2016)
Richa Singh, Mayank Vatsa, Angshul Majumdar, Ajay Kumar
R3,242 Discovery Miles 32 420 Ships in 10 - 15 working days

This book comprises chapters on key problems in machine learning and signal processing arenas. The contents of the book are a result of a 2014 Workshop on Machine Intelligence and Signal Processing held at the Indraprastha Institute of Information Technology. Traditionally, signal processing and machine learning were considered to be separate areas of research. However in recent times the two communities are getting closer. In a very abstract fashion, signal processing is the study of operator design. The contributions of signal processing had been to device operators for restoration, compression, etc. Applied Mathematicians were more interested in operator analysis. Nowadays signal processing research is gravitating towards operator learning - instead of designing operators based on heuristics (for example wavelets), the trend is to learn these operators (for example dictionary learning). And thus, the gap between signal processing and machine learning is fast converging. The 2014 Workshop on Machine Intelligence and Signal Processing was one of the few unique events that are focused on the convergence of the two fields. The book is comprised of chapters based on the top presentations at the workshop. This book has three chapters on various topics of biometrics - two are on face detection and one on iris recognition; all from top researchers in their field. There are four chapters on different biomedical signal / image processing problems. Two of these are on retinal vessel classification and extraction; one on biomedical signal acquisition and the fourth one on region detection. There are three chapters on data analysis - a topic gaining immense popularity in industry and academia. One of these shows a novel use of compressed sensing in missing sales data interpolation. Another chapter is on spam detection and the third one is on simple one-shot movie rating prediction. Four other chapters cover various cutting edge miscellaneous topics on character recognition, software effort prediction, speech recognition and non-linear sparse recovery. The contents of this book will prove useful to researchers, professionals and students in the domains of machine learning and signal processing.

Deep Learning in Biometrics (Hardcover): Mayank Vatsa, Richa Singh, Angshul Majumdar Deep Learning in Biometrics (Hardcover)
Mayank Vatsa, Richa Singh, Angshul Majumdar
R3,998 Discovery Miles 39 980 Ships in 12 - 17 working days

Deep Learning is now synonymous with applied machine learning. Many technology giants (e.g. Google, Microsoft, Apple, IBM) as well as start-ups are focusing on deep learning-based techniques for data analytics and artificial intelligence. This technology applies quite strongly to biometrics. This book covers topics in deep learning, namely convolutional neural networks, deep belief network and stacked autoencoders. The focus is also on the application of these techniques to various biometric modalities: face, iris, palmprint, and fingerprints, while examining the future trends in deep learning and biometric research. Contains chapters written by authors who are leading researchers in biometrics. Presents a comprehensive overview on the internal mechanisms of deep learning. Discusses the latest developments in biometric research. Examines future trends in deep learning and biometric research. Provides extensive references at the end of each chapter to enhance further study.

Butterfly Coloring Book (Paperback): Richa Singh Butterfly Coloring Book (Paperback)
Richa Singh
R302 Discovery Miles 3 020 Ships in 10 - 15 working days
Caterpiller Coloring Book (Paperback): Richa Singh Caterpiller Coloring Book (Paperback)
Richa Singh
R368 Discovery Miles 3 680 Ships in 10 - 15 working days
Butterfly Coloring Book (Paperback): Richa Singh Butterfly Coloring Book (Paperback)
Richa Singh
R324 Discovery Miles 3 240 Ships in 10 - 15 working days
Butterfly Coloring Book (Paperback): Richa Singh Butterfly Coloring Book (Paperback)
Richa Singh
R302 Discovery Miles 3 020 Ships in 10 - 15 working days
Butterfly Coloring Book (Paperback): Richa Singh Butterfly Coloring Book (Paperback)
Richa Singh
R324 Discovery Miles 3 240 Ships in 10 - 15 working days
Caterpillar Coloring Book (Paperback): Richa Singh Caterpillar Coloring Book (Paperback)
Richa Singh
R348 Discovery Miles 3 480 Ships in 10 - 15 working days
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