Verlag: Morgan & Claypool Publishers, United States, San Rafael, 2010
ISBN 10: 160845133X ISBN 13: 9781608451333
Anbieter: WorldofBooks, Goring-By-Sea, WS, Vereinigtes Königreich
Paperback. Zustand: Very Good. Face detection, because of its vast array of applications, is one of the most active research areas in computer vision. In this book, we review various approaches to face detection developed in the past decade, with more emphasis on boosting-based learning algorithms. We then present a series of algorithms that are empowered by the statistical view of boosting and the concept of multiple instance learning. We start by describing a boosting learning framework that is capable to handle billions of training examples. It differs from traditional bootstrapping schemes in that no intermediate thresholds need to be set during training, yet the total number of negative examples used for feature selection remains constant and focused (on the poor performing ones). A multiple instance pruning scheme is then adopted to set the intermediate thresholds after boosting learning. This algorithm generates detectors that are both fast and accurate. We then present two multiple instance learning schemes for face detection, multiple instance learning boosting (MILBoost) and winner-take-all multiple category boosting (WTA-McBoost). MILBoost addresses the uncertainty in accurately pinpointing the location of the object being detected, while WTA-McBoost addresses the uncertainty in determining the most appropriate subcategory label for multiview object detection. Both schemes can resolve the ambiguity of the labeling process and reduce outliers during training, which leads to improved detector performances. In many applications, a detector trained with generic data sets may not perform optimally in a new environment. We propose detection adaption, which is a promising solution for this problem. We present an adaptation scheme based on the Taylor expansion of the boosting learning objective function, and we propose to store the second order statistics of the generic training data for future adaptation. We show that with a small amount of labeled data in the new environment, the detector's performance can be greatly improved. We also present two interesting applications where boosting learning was applied successfully. The first application is face verification for filtering and ranking image/video search results on celebrities. We present boosted multi-task learning (MTL), yet another boosting learning algorithm that extends MILBoost with a graphical model. Since the available number of training images for each celebrity may be limited, learning individual classifiers for each person may cause overfitting. MTL jointly learns classifiers for multiple people by sharing a few boosting classifiers in order to avoid overfitting. The second application addresses the need of speaker detection in conference rooms. The goal is to find who is speaking, given a microphone array and a panoramic video of the room. We show that by combining audio and visual features in a boosting framework, we can determine the speaker's position very accurately. Finally, we offer our thoughts on future directions for face detection. The book has been read, but is in excellent condition. Pages are intact and not marred by notes or highlighting. The spine remains undamaged.
Verlag: China Press
ISBN 10: 7530456806 ISBN 13: 9787530456804
Anbieter: WorldofBooks, Goring-By-Sea, WS, Vereinigtes Königreich
Paperback. Zustand: Fine.
Verlag: Editions Alternatives, 2008
ISBN 10: 2862275697 ISBN 13: 9782862275697
Anbieter: Ammareal, Morangis, Frankreich
Softcover. Zustand: Comme neuf. Ammareal reverse jusqu'à 15% du prix net de cet article à des organisations caritatives. ENGLISH DESCRIPTION Book Condition: Used, As new. Ammareal gives back up to 15% of this item's net price to charity organizations.
Verlag: Editions Alternatives, 2008
ISBN 10: 2862275697 ISBN 13: 9782862275697
Anbieter: Ammareal, Morangis, Frankreich
Softcover. Zustand: Comme neuf. Ammareal reverse jusqu'à 15% du prix net de cet article à des organisations caritatives. ENGLISH DESCRIPTION Book Condition: Used, As new. Ammareal gives back up to 15% of this item's net price to charity organizations.
Verlag: Editions Alternatives, 2008
ISBN 10: 2862275697 ISBN 13: 9782862275697
Anbieter: Ammareal, Morangis, Frankreich
Softcover. Zustand: Comme neuf. Ammareal reverse jusqu'à 15% du prix net de cet article à des organisations caritatives. ENGLISH DESCRIPTION Book Condition: Used, As new. Ammareal gives back up to 15% of this item's net price to charity organizations.
Verlag: Editions Alternatives, 2008
ISBN 10: 2862275697 ISBN 13: 9782862275697
Anbieter: Ammareal, Morangis, Frankreich
Softcover. Zustand: Très bon. Edition 2008. Ammareal reverse jusqu'à 15% du prix net de cet article à des organisations caritatives. ENGLISH DESCRIPTION Book Condition: Used, Very good. Edition 2008. Ammareal gives back up to 15% of this item's net price to charity organizations.
Verlag: Editions Alternatives, 2008
ISBN 10: 2862275697 ISBN 13: 9782862275697
Anbieter: Ammareal, Morangis, Frankreich
Softcover. Zustand: Comme neuf. Edition 2008. Ammareal reverse jusqu'à 15% du prix net de cet article à des organisations caritatives. ENGLISH DESCRIPTION Book Condition: Used, As new. Edition 2008. Ammareal gives back up to 15% of this item's net price to charity organizations.
Verlag: Editions Alternatives, 2008
ISBN 10: 2862275697 ISBN 13: 9782862275697
Anbieter: Ammareal, Morangis, Frankreich
Softcover. Zustand: Comme neuf. Edition 2008. Ammareal reverse jusqu'à 15% du prix net de cet article à des organisations caritatives. ENGLISH DESCRIPTION Book Condition: Used, As new. Edition 2008. Ammareal gives back up to 15% of this item's net price to charity organizations.
Verlag: Editions Alternatives, 2008
ISBN 10: 2862275697 ISBN 13: 9782862275697
Anbieter: Ammareal, Morangis, Frankreich
Softcover. Zustand: Comme neuf. Edition 2008. Ammareal reverse jusqu'à 15% du prix net de cet article à des organisations caritatives. ENGLISH DESCRIPTION Book Condition: Used, As new. Edition 2008. Ammareal gives back up to 15% of this item's net price to charity organizations.
Verlag: Editions Alternatives, 2008
ISBN 10: 2862275697 ISBN 13: 9782862275697
Anbieter: Ammareal, Morangis, Frankreich
Softcover. Zustand: Comme neuf. Edition 2008. Ammareal reverse jusqu'à 15% du prix net de cet article à des organisations caritatives. ENGLISH DESCRIPTION Book Condition: Used, As new. Edition 2008. Ammareal gives back up to 15% of this item's net price to charity organizations.
Verlag: Editions Alternatives, 2008
ISBN 10: 2862275697 ISBN 13: 9782862275697
Anbieter: Ammareal, Morangis, Frankreich
Softcover. Zustand: Comme neuf. Edition 2008. Ammareal reverse jusqu'à 15% du prix net de cet article à des organisations caritatives. ENGLISH DESCRIPTION Book Condition: Used, As new. Edition 2008. Ammareal gives back up to 15% of this item's net price to charity organizations.
Verlag: Editions Alternatives, 2008
ISBN 10: 2862275697 ISBN 13: 9782862275697
Anbieter: Ammareal, Morangis, Frankreich
Softcover. Zustand: Comme neuf. Edition 2008. Ammareal reverse jusqu'à 15% du prix net de cet article à des organisations caritatives. ENGLISH DESCRIPTION Book Condition: Used, As new. Edition 2008. Ammareal gives back up to 15% of this item's net price to charity organizations.
Verlag: Editions Alternatives, 2008
ISBN 10: 2862275697 ISBN 13: 9782862275697
Anbieter: Ammareal, Morangis, Frankreich
Softcover. Zustand: Comme neuf. Edition 2008. Ammareal reverse jusqu'à 15% du prix net de cet article à des organisations caritatives. ENGLISH DESCRIPTION Book Condition: Used, As new. Edition 2008. Ammareal gives back up to 15% of this item's net price to charity organizations.
Verlag: Editions Alternatives, 2008
ISBN 10: 2862275697 ISBN 13: 9782862275697
Anbieter: Ammareal, Morangis, Frankreich
Softcover. Zustand: Comme neuf. Edition 2008. Ammareal reverse jusqu'à 15% du prix net de cet article à des organisations caritatives. ENGLISH DESCRIPTION Book Condition: Used, As new. Edition 2008. Ammareal gives back up to 15% of this item's net price to charity organizations.
Verlag: Editions Alternatives, 2008
ISBN 10: 2862275697 ISBN 13: 9782862275697
Anbieter: Ammareal, Morangis, Frankreich
Softcover. Zustand: Comme neuf. Edition 2008. Ammareal reverse jusqu'à 15% du prix net de cet article à des organisations caritatives. ENGLISH DESCRIPTION Book Condition: Used, As new. Edition 2008. Ammareal gives back up to 15% of this item's net price to charity organizations.
Verlag: Editions Alternatives, 2008
ISBN 10: 2862275697 ISBN 13: 9782862275697
Anbieter: Ammareal, Morangis, Frankreich
Softcover. Zustand: Comme neuf. Edition 2008. Ammareal reverse jusqu'à 15% du prix net de cet article à des organisations caritatives. ENGLISH DESCRIPTION Book Condition: Used, As new. Edition 2008. Ammareal gives back up to 15% of this item's net price to charity organizations.
Verlag: Editions Alternatives, 2008
ISBN 10: 2862275697 ISBN 13: 9782862275697
Anbieter: Ammareal, Morangis, Frankreich
Softcover. Zustand: Comme neuf. Edition 2008. Ammareal reverse jusqu'à 15% du prix net de cet article à des organisations caritatives. ENGLISH DESCRIPTION Book Condition: Used, As new. Edition 2008. Ammareal gives back up to 15% of this item's net price to charity organizations.
Verlag: Editions Alternatives, 2008
ISBN 10: 2862275697 ISBN 13: 9782862275697
Anbieter: Ammareal, Morangis, Frankreich
Softcover. Zustand: Comme neuf. Edition 2008. Ammareal reverse jusqu'à 15% du prix net de cet article à des organisations caritatives. ENGLISH DESCRIPTION Book Condition: Used, As new. Edition 2008. Ammareal gives back up to 15% of this item's net price to charity organizations.
Verlag: Editions Alternatives, 2008
ISBN 10: 2862275697 ISBN 13: 9782862275697
Anbieter: Ammareal, Morangis, Frankreich
Softcover. Zustand: Comme neuf. Edition 2008. Ammareal reverse jusqu'à 15% du prix net de cet article à des organisations caritatives. ENGLISH DESCRIPTION Book Condition: Used, As new. Edition 2008. Ammareal gives back up to 15% of this item's net price to charity organizations.
Verlag: Editions Alternatives, 2008
ISBN 10: 2862275697 ISBN 13: 9782862275697
Anbieter: Ammareal, Morangis, Frankreich
Softcover. Zustand: Comme neuf. Edition 2008. Ammareal reverse jusqu'à 15% du prix net de ce livre à des organisations caritatives. ENGLISH DESCRIPTION Book Condition: Used, As new. Edition 2008. Ammareal gives back up to 15% of this book's net price to charity organizations.
Verlag: Editions Alternatives, 2008
ISBN 10: 2862275697 ISBN 13: 9782862275697
Anbieter: Ammareal, Morangis, Frankreich
Softcover. Zustand: Très bon. Edition 2008. Ammareal reverse jusqu'à 15% du prix net de ce livre à des organisations caritatives. ENGLISH DESCRIPTION Book Condition: Used, Very good. Edition 2008. Ammareal gives back up to 15% of this book's net price to charity organizations.
Verlag: Editions Alternatives, 2008
ISBN 10: 2862275697 ISBN 13: 9782862275697
Anbieter: Ammareal, Morangis, Frankreich
Softcover. Zustand: Très bon. Tampon ou marque sur la face intérieure de la couverture. Edition 2008. Ammareal reverse jusqu'à 15% du prix net de ce livre à des organisations caritatives. ENGLISH DESCRIPTION Book Condition: Used, Very good. Stamp or mark on the inside cover page. Edition 2008. Ammareal gives back up to 15% of this book's net price to charity organizations.
Verlag: Zhongxi Publishers Schanghai/ Shanghai, People's Republic of China, 2012
ISBN 10: 7547504450 ISBN 13: 9787547504451
Anbieter: Bildungsbuch, Flensburg, Deutschland
Hardcover. Zustand: Wie neu. Hardback, Brand New. Gebundenes Ringbuch. 98 pp., Querformat. Gärten, die Bezug nehmen auf die mythischen Inseln des Taoismus im Ostmeer, Panglai, Fangzhang und Yingzhou oder auf Originale in Hangzhou o.a. Links werden die Modelle in Zeichnungen aus Rollbildern o.ä. gezeigt und zweisprachig auf englisch und chinesisch erklärt. Rechts ist ein ganzseitiges Photo des heutigen Zustands mit einer farbigen Folie, die man darüberblättern kann und die dann den Originalzustand visualisiert. Deswegen ist das ganze auch als Ringbuch organisiert, damit immer 4 Seiten eine Einheit bilden. Die foliierten Seiten sind zwar nicht paginiert, das dies das Bild stören würde, gehen aber in die Seitenzählung ein. Sehr schön, aufschlussreich und wertvoll. Ein Einblick in chinesische Geschichte, Kunst, und Gartenkunst (samt Architektur). Ein swastikaförmiges Gebäude, von dem heute nur noch Fundament und Bodenplatte existieren, ist auch Teil des Ensembles. - The book is based on the research undertaken by Prof. Guo Daiheng on the virtual reconstruction of the Yuanmingyuan using advanced digital technology. includes 25 representative scenes that are selected to render the historical magnificence and splendor of this unique imperial garden, as well as the marvelous 40 Scenes by the Qing-dynasty court painters Shen Yuan and Tang Dai. The juxtaposition of photographs depicting the ruins as they are today and corresponding faithful digital reconstructions with a transparent plastic overlay skillfully illustrates the development and achievements in conservation, research, and revival of interest since the founding of the PRC, and the Opening and Reform in particular. (from Introduction). A Juwel of a book. Fotos of youan ming yuan sites today are combined with transparent pages. If you you look at both of them, you can see the original feature of the colourful Palaces and Residences of the Imperial Family. In stock. Sofort lieferbar.
Verlag: Zhongxi Publishers Schanghai/ Shanghai, People's Republic of China, 2012
ISBN 10: 7547504450 ISBN 13: 9787547504451
Anbieter: Bildungsbuch, Flensburg, Deutschland
Erstausgabe
Hardcover. Zustand: Wie neu. 1. Auflage. Hardback, in a box, Brand New. Gebundenes Ringbuch im hochwertigen Schmucketui, Seide. 98 pp., Querformat. Gärten, die Bezug nehmen auf die mythischen Inseln des Taoismus im Ostmeer, Panglai, Fangzhang und Yingzhou oder auf Originale in Hangzhou o.a. Links werden die Modelle in Zeichnungen aus Rollbildern o.ä. gezeigt und zweisprachig auf englisch und chinesisch erklärt. Rechts ist ein ganzseitiges Photo des heutigen Zustands mit einer farbigen Folie, die man darüberblättern kann und die dann den Originalzustand visualisiert. Deswegen ist das ganze auch als Ringbuch organisiert, damit immer 4 Seiten eine Einheit bilden. Die foliierten Seiten sind zwar nicht paginiert, das dies das Bild stören würde, gehen aber in die Seitenzählung ein. Sehr schön, aufschlussreich und wertvoll. Ein Einblick in chinesische Geschichte, Kunst, und Gartenkunst (samt Architektur). Ein swastikaförmiges Gebäude, von dem heute nur noch Fundament und Bodenplatte existieren, ist auch Teil des Ensembles. - The book is based on the research undertaken by Prof. Guo Daiheng on the virtual reconstruction of the Yuanmingyuan using advanced digital technology. includes 25 representative scenes that are selected to render the historical magnificence and splendor of this unique imperial garden, as well as the marvelous 40 Scenes by the Qing-dynasty court painters Shen Yuan and Tang Dai. The juxtaposition of photographs depicting the ruins as they are today and corresponding faithful digital reconstructions with a transparent plastic overlay skillfully illustrates the development and achievements in conservation, research, and revival of interest since the founding of the PRC, and the Opening and Reform in particular. (from Introduction). A Juwel of a book. Photos of youan ming yuan sites today are combined with transparent pages. If you you look at both of them, you can see the original feature of the colourful Palaces and Residences of the Imperial Family. In stock, sofort lieferbar.
Verlag: Springer New York, 2014
ISBN 10: 1489988173 ISBN 13: 9781489988171
Anbieter: AHA-BUCH GmbH, Einbeck, Deutschland
Taschenbuch. Zustand: Neu. Druck auf Anfrage Neuware - Printed after ordering - It is common wisdom that gathering a variety of views and inputs improves the process of decision making, and, indeed, underpins a democratic society. Dubbed 'ensemble learning' by researchers in computational intelligence and machine learning, it is known to improve a decision system's robustness and accuracy. Now, fresh developments are allowing researchers to unleash the power of ensemble learning in an increasing range of real-world applications. Ensemble learning algorithms such as 'boosting' and 'random forest' facilitate solutions to key computational issues such as face recognition and are now being applied in areas as diverse as object tracking and bioinformatics. Responding to a shortage of literature dedicated to the topic, this volume offers comprehensive coverage of state-of-the-art ensemble learning techniques, including the random forest skeleton tracking algorithm in the Xbox Kinect sensor, which bypasses the need for game controllers. At once a solid theoretical study and a practical guide, the volume is a windfall for researchers and practitioners alike.
Verlag: Springer New York, 2012
ISBN 10: 1441993258 ISBN 13: 9781441993250
Anbieter: AHA-BUCH GmbH, Einbeck, Deutschland
Buch. Zustand: Neu. Druck auf Anfrage Neuware - Printed after ordering - It is common wisdom that gathering a variety of views and inputs improves the process of decision making, and, indeed, underpins a democratic society. Dubbed 'ensemble learning' by researchers in computational intelligence and machine learning, it is known to improve a decision system's robustness and accuracy. Now, fresh developments are allowing researchers to unleash the power of ensemble learning in an increasing range of real-world applications. Ensemble learning algorithms such as 'boosting' and 'random forest' facilitate solutions to key computational issues such as face recognition and are now being applied in areas as diverse as object tracking and bioinformatics. Responding to a shortage of literature dedicated to the topic, this volume offers comprehensive coverage of state-of-the-art ensemble learning techniques, including the random forest skeleton tracking algorithm in the Xbox Kinect sensor, which bypasses the need for game controllers. At once a solid theoretical study and a practical guide, the volume is a windfall for researchers and practitioners alike.