Kniha Machine Learning Methods for Visual Object Detection Sibt ul Hussain

Machine Learning Methods for Visual Object Detection

Jazyk: Angličtina
Vazba: Brožovaná
Vydavatel: Omniscriptum
Dostupnost: Skladem u dodavatele
Odesíláme za 5-8 dnů
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This book presents practical methods for detecting common object classes such as people, cars, cows,...

Informace o knize

Jazyk
Angličtina
Vazba
Kniha - Brožovaná
Vydáno
2018
Stránek
160
EAN
9783841790682
ISBN
3841790682
Enbook ID
06963249
Vydavatel
Hmotnost
245
Rozměry
152 x 229 x 9

Kompletní popis

This book presents practical methods for detecting common object classes such as people, cars, cows, chairs, etc., in real world images. In particular, it discusses a range of visual representations (Histograms of Oriented Gradients (HOG), Local Binary Patterns (LBP), Local Ternary Patterns (LTP), Local Quantized Patterns (LQP) and similar techniques), dimensionality reduction (Partial Least Squares and SVM Weight Sparsification) and learning methods (Latent and Non-Latent Support Vector Machines) for the problem of object detection. These methods are presented from a practical perspective and shown to give state-of-the-art performance on a range of challenging public datasets.

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