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Gesture Recognition 1st ed. 2017 [Kõva köide]

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  • Formaat: Hardback, 578 pages, kõrgus x laius: 235x155 mm, 170 Illustrations, color; 44 Illustrations, black and white; XII, 578 p. 214 illus., 170 illus. in color., 1 Hardback
  • Sari: The Springer Series on Challenges in Machine Learning
  • Ilmumisaeg: 31-Jul-2017
  • Kirjastus: Springer International Publishing AG
  • ISBN-10: 331957020X
  • ISBN-13: 9783319570204
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  • Formaat: Hardback, 578 pages, kõrgus x laius: 235x155 mm, 170 Illustrations, color; 44 Illustrations, black and white; XII, 578 p. 214 illus., 170 illus. in color., 1 Hardback
  • Sari: The Springer Series on Challenges in Machine Learning
  • Ilmumisaeg: 31-Jul-2017
  • Kirjastus: Springer International Publishing AG
  • ISBN-10: 331957020X
  • ISBN-13: 9783319570204

This book presents a selection of chapters, written by leading international researchers, related to the automatic analysis of gestures from still images and multi-modal RGB-Depth image sequences. It offers a comprehensive review of vision-based approaches for supervised gesture recognition methods that have been validated by various challenges. Several aspects of gesture recognition are reviewed, including data acquisition from different sources, feature extraction, learning, and recognition of gestures.

1 Challenges in Multi-modal Gesture Recognition
1(60)
Sergio Escalera
Vassilis Athitsos
Isabelle Guyon
2 Human Gesture Recognition on Product Manifolds
61(28)
Yui Man Lui
3 Sign Language Recognition Using Sub-units
89(30)
Helen Cooper
Eng-Jon Ong
Nicolas Pugeault
Richard Bowden
4 MAGIC Summoning: Towards Automatic Suggesting and Testing of Gestures with Low Probability of False Positives During Use
119(36)
Daniel Kyu Hwa Kohlsdorf
Thad E. Starner
5 Language-Motivated Approaches to Action Recognition
155(28)
Manavender R. Malgireddy
I. Nwogu
V. Govindaraju
6 A Model of the Perception of Facial Expressions of Emotion by Humans: Research Overview and Perspectives
183(20)
Aleix M. Martinez
Shichuan Du
7 Finding Recurrent Patterns from Continuous Sign Language Sentences for Automated Extraction of Signs
203(28)
Sunita Nayak
Kester Duncan
Sudeep Sarkar
Barbara Loeding
8 Dynamic Affine-Invariant Shape-Appearance Handshape Features and Classification in Sign Language Videos
231(42)
Anastasios Roussos
Stavros Theodorakis
Vassilis Pitsikalis
Petros Maragos
9 Discriminative Hierarchical Part-Based Models for Human Parsing and Action Recognition
273(30)
Yang Wang
Duan Tran
Zicheng Liao
David Forsyth
10 Keep It Simple and Sparse: Real-Time Action Recognition
303(26)
Sean Ryan Fanello
Ilaria Gori
Giorgio Metta
Francesca Odone
11 One-Shot Learning Gesture Recognition from RGB-D Data Using Bag of Features
329(36)
Jun Wan
Qiuqi Ruan
Wei Li
Shuang Deng
12 One-Shot-Learning Gesture Recognition Using HOG-HOF Features
365(22)
Jakub Konecny
Michal Hagara
13 Multi-layered Gesture Recognition with Kinect
387(30)
Feng Jiang
Shengping Zhang
Shen Wu
Yang Gao
Debin Zhao
14 Bayesian Co-Boosting for Multi-modal Gesture Recognition
417(26)
Jiaxiang Wu
Jian Cheng
15 Transfer Learning Decision Forests for Gesture Recognition
443(24)
Norberto A. Goussies
Sebastian Ubalde
Marta Mejail
16 Multimodal Gesture Recognition via Multiple Hypotheses Rescoring
467(30)
Vassilis Pitsikalis
Athanasios Katsamanis
Stavros Theodorakis
Petros Maragos
17 The Gesture Recognition Toolkit
497(6)
Nicholas Gillian
Joseph A. Paradiso
18 Robust Online Gesture Recognition with Crowdsourced Annotations
503(36)
Long-Van Nguyen-Dinh
Alberto Calatroni
Gerhard Troster
19 Deep Learning for Action and Gesture Recognition in Image Sequences: A Survey
539
Maryam Asadi-Aghbolaghi
Albert Clapes
Marco Bellantonio
Hugo Jair Escalante
Victor Ponce-Lopez
Xavier Baro
Isabelle Guyon
Shohreh Kasaei
Sergio Escalera