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Thomas Guthier - Visual Motion Processing

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Thomas Guthier

Visual Motion Processing

Series: Mess-, Steuerungs- und Regelungstechnik

Volume 1251 2016

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Human Action Recognition S. 116-125

„… 116 6 Human Action Recognition The goal of the proposed FFNN is the classification of human …” „… classification performance is evaluated on two benchmarks for Human Action Recognition (HAR), the Weizmann [8 …” „… Human Action Recognition Figure 6.2: Example images for the nine classes, diving, kicking, weight …”

Introduction S. 1-11

„… during walking. The third category is scene understanding, for example human action recognition. The idea …” „… of human action recognition is to not only detect people or identify a specific person, but to get an …” „… Sports human action recognition dataset [88]. Fig. 1.4 depicts examples of the nine action classes …”

Bibliography S. 143-158

„… sparse coding for human action recognition. In Image Processing (ICIP), 2012 19th IEEE International …” „… statistics of spacetime ordered features for human action recognition. In Advanced Video and Signal-Based …” „… for human action recognition. Pattern Analysis and Machine Intelligence, IEEE Transactions on …”

Computational Model S. 12-25

„… well suited to contribute to biological motion recognition, because articulated human actions are …” „… to human action than to creature action, which is an indicator 2.1 Biological Motion Recognition in …” „… objects, whose recognition helps in classifying the displayed human action. Areas related to the …”

Titelei/Inhaltsverzeichnis S. I-XII

„… /VDI-Mitgliederpreis ¤ 55,80. Keywords: Human Action Recognition – Computational Neuro-science – Computer Vision …” „… . . . . . . . . . . . . . . . . 111 5.3.3 Relation to HOG/HOF Descriptor . . . . . . . . . . 113 6 Human Action Recognition 116 6.1 …” „… Recognition HAR Human Action Recognition HOG Histogram of Oriented Gradients HOF Histogram of Optical Flow HS …”

Conclusion S. 126-131

„… preserving ability of the VNMF patterns is what makes them useful during the classification of human actions …” „… human actions. While both, the static as well as the dynamic patterns, can achieve reasonable results …” „… pose-sequence, which is true for human actions, such as walking, running and kicking. Another specialty of the …”

Feature Extraction S. 89-115

„… actions, it is natural to learn the patterns on a human action recognition dataset. Here a subset of the …” „… Weizmann human action recognition dataset [8] is chosen. The subset contains 4 persons performing 4 …” „… extract spatio-temporal features for human action recognition. They show that the learned pattern features …”

Sparse Non-Negative Linear Dynamic Systems S. 137-142

„… results of the sNN-LDS algorithm for varying number of basis vectors J for human action recognition are …” „… due to a common basis vector set W̄ . However, this assumption might not hold, e.g. for human actions …” „… , where the actions can be defined by consecutive poses. By adding transitions between the activations …”

Bag of Words S. 132

„… 132 A Bag of Words The Bag of Words (BOW) method for human action recognition as introduced in [94 …”

Optical Flow Estimation S. 58-88

„… information for a variety of tasks, such as the recognition of human actions, gestures or face expressions …” „… highly optmized algorithms, e.g. [98], are not easy applicable to human action recognition datasets …” „… brow raise) during the fear sequence (small purple patterns). 4.5.2 VNMF-OFE for Human Actions To …”

doi.org/10.51202/9783186251084

Arne Ehlers - Object Detection using Feature Mining in a Distributed Machine Learning Framework

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Arne Ehlers

Object Detection using Feature Mining in a Distributed Machine Learning Framework

Series: Informatik/ Kommunikation

Volume 855 2017

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Introduction S. 1-15

„… human action recognition. The proposed framework is evaluated on the well-known, publicly available KTH …” „… machine learning datasets, and three datasets for human action recognition. [18] Florian Baumann and …” „… Arne Ehlers and Bodo Rosenhahn, Motion Binary Patterns for Action Recognition, 3rd International …”

Bibliography S. 138-152

„… binary patterns applied to action recognition. In 11th IEEE International Conference on Advanced Video …” „… Applications (MVA), 2015. [19] F. Baumann, A. Ehlers, B. Rosenhahn, and J. Liao. Recognizing Human Actions …” „… Vision and Pattern Recognition (CVPR), 2010. [149] X. Wang, T. X. Han, and S. Yan. An HOG-LBP human …”

doi.org/10.51202/9783186855107

Petrissa Zell - Learning-Based Inverse Dynamics for Human Motion Analysis

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Petrissa Zell

Learning-Based Inverse Dynamics for Human Motion Analysis

Series: Informatik/ Kommunikation

Volume 877 2022

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Bibliography S. 130-152

„… Josh Pritchard. “Guided WeakSupervision for Action Recognition with Scarce Data to Assess Skills of …” „… Luc Van Gool. “UntrimmedNets forWeakly Supervised Action Recognition and Detection.” In: Proceedings …” „… for Action Recogni-tion in Untrimmed Videos with Weak Supervision.” In: Proceedings of the …”

Related work S. 15-22

„… identification based on gait [75, 77] and action recognition[117, 131]. For example, it is possible to …” „… reduced supervision in the broader field of human motion analysis(2.3).2.1 inverse dynamics by physical …” „… simulationThe study of human movement has a very long tradition in human history. As a formof art it already …”

doi.org/10.51202/9783186877109

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VDI Wissensforum GmbH (ed.)

Automation 2017

Series: VDI-Berichte

Volume 2293 2017

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J. Berg, C. Richter, G. Reinhart Aufgabenorientierte Programmierung für die Mensch- RoboterKooperation – Integration einer Tätigkeitserkennung in die aufgabenorientierte Programmierung S. 33-34

„… approach for a task-oriented programming system which includes an action recognition for the human actions …” „… during operation. Thus, the human actions can be recognized in order to start the robots action on the …” „… human-robot-cooperation is subject of several works. In order to make the application of robots more flexible, the …”

doi.org/10.51202/9783181022931

Timo von Marcard - Human Motion Capture with Sparse Inertial Sensors and Video

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Timo von Marcard

Human Motion Capture with Sparse Inertial Sensors and Video

Series: Informatik/ Kommunikation

Volume 866 2020

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Bibliography S. 107-120

„… human pose recognition in parts from single depth images. In Proc. of Conference on Computer Vision and …” „… Bibliography [1] Bodo Rosenhahn, Reinhard Klette, and Dimitris Metaxas. Human Motion. Springer …” „… reprojection network for 3d human pose estimation. In Proceedings of the 2019 Conference on Computer Vision and …”

doi.org/10.51202/9783186866103

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