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Felix Konstantin Kuhnke - Unsupervised Domain Adaption for Real-World Head Pose Estimation from Synthetic Data

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Felix Konstantin Kuhnke

Unsupervised Domain Adaption for Real-World Head Pose Estimation from Synthetic Data

Series: Informatik/ Kommunikation

Volume 883 2023

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Domain adaptation using relative pose consistency S. 45-60

„… consistency4.1 semi-supervised learning for domain adaptationSemi-supervised learning (SSL) utilizes labeled …” „… domain and is not a model for domain adaptation.a) and b) are classification models and use cross-entropy …” „… simultaneouslyduring training. We utilize this property for domain adaptation to learnfrom labeled source data and …”

Partial adversarial domain adaptation for continuous label spaces S. 31-44

„… .3.1 adversarial domain adaptationThe seminal work of Ganin et al. [105, 106] introduced the concept of …” „… paradigmsfor domain adaptation like open-set and universal domain adaptation.However, for synthetic data we …” „… S PA C E SAdversarial domain adaptation is a popular building block for deepvisual domain adaptation …”

Titelei/Inhaltsverzeichnis S. I-XIV

„… semi-supervised learningTL transfer learningUDA unsupervised domain adaptationVisDA visual domain adaptationWRS …” „… convolutional neural networkCR consistency regularizationDA domain adaptationDANN domain adversarial neural …” „… partial adversarial domain adaptationPADACO partial adversarial domain adaptation for continuous …”

Fundamentals S. 11-30

„… domain adaptationDomain Adaptation. Summarizing from several sources [54–56, 58, 62,63], the following …” „… : Taxonomy of transfer learning and domain adaptation.182.3 domain adaptationcannot be a hard assignment …” „… outliers).202.3 domain adaptationTable 2.1: Possible shifts between source and target learning groups that …”

Introduction S. 1-10

„… learning-based models is highlydependent on source and target data distributions.The field of domain adaptation …” „… synthetic training data.1.2 challenges in domain adaptation with synthetic dataand continuous label …” „… spacesDomain adaptation is a popular research field in machine learning (ML).If we count papers about DA for …”

Conclusion S. 99-102

„… label spaces (PADACO). We extended recentwork on partial domain adaptation to the previously neglected …” „… partially shared. In order to enable a partialadversarial domain adaptation, PADACO uses a balanced …” „… for some scenarios. In the partial domain adapta-tion scenario, RCRw outperforms PADACO. The …”

Bibliography S. 111-128

„… . Ushiku, and T. Harada. “Open SetDomain Adaptation by Backpropagation.” In: Computer Vision -ECCV 2018 …” „… . 135–150.[19] K. You, M. Long, Z. Cao, J. Wang, and M. I. Jordan. “UniversalDomain Adaptation.” In: IEEE …” „… . doi: 10.1109/FG52635.2021.9666992.116bibliography[48] F. Kuhnke and J. Ostermann. “Domain Adaptation …”

Evaluation S. 61-98

„… examine only theeffects of adversarial domain adaptation.As discussed in Section 4.2.4, we process …” „… there is a domain gap between differentdatasets.Unsupervised domain adaptation evaluation. The …” „… evaluation of do-main adaptation methods usually follows a different evaluation protocol.This type of …”

Publications of felix konstantin kuhnke S. 129-136

„… and J. Ostermann. “Domain Adaptation for Head PoseEstimation Using Relative Pose Consistency.” In …” „… . “Self-SupervisedDomain Adaptation for Patient-Specific, Real-Time Tissue Track-ing.” In: Medical Image Computing and …” „… Informationsverarbeitungwww.tnt.uni-hannover.deInstitut für Informationsverarbeitungwww.tnt.uni-hannover.deKuhnkeDomain Adaptation for Head Pose …”

doi.org/10.51202/9783186883100

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VDI Wissensforum GmbH (ed.)

ELIV 2019

Series: VDI-Berichte

Volume 2357 2019

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R. Adler, D. Schneider, T. Fukuda Engineering and Hardening of Functional Fail-Operational Architectures for Highly Automated Driving – Identifying and shaping the operational design domain S. 383-394

„… domain. Then we will present automated analyses for optimizing the adaptation behavior. Finally, we will …” „… Driving Identifying and shaping the operational design domain Dr. Rasmus Adler, Dr. Daniel Schneider …” „… automation levels in the automotive domain call for a shift from the fail-safe to the failoperational …”

S. Acharya, M. Gardner, S. Herz, C. Hosner, F. Lesbroussart Building a Standardized Data Pipeline from the Cloud to All In-Vehicle ECUs and Sensors – A New Opportunity for the Connected Car S. 307-318

„… . We consider the implications from the perspectives of the cloud and four in-car technology domains …” „… cloud or comes from a different vendor, so long as it is compliant. 3. The Infotainment Domain …” „… evolution and architecture adaptation. Planning IVI solutions involves feature compliance and enhancement …”

A. Magnuson Going from an Electronic Unit Centric Development to Application Software Centric Requires a Different Architecture Mindset in Automotive S. 239-254

„… together via a Signal Data Cab Exterior Living Driving Cab Body Vehicle Front Transport Adaptation …” „… Transport Adaptation Chassis Structure Pneumatic Structure Rear Axle InstallationPowertrain Inst. Front Axle Inst …” „… entities are relevant to talk about in the application domain such as the inlet air and its temperature …”

G. Reichart, M. Niklas AUTOSAR Adaptive Platform – A standardized SW platform for intelligent vehicles with functional safety and data integrity S. 493-502

„… concept allowing a much better structuring of cross domain tasks. In general a software infrastructure …” „… architectures of today’s cars can be clustered into different domains for infotainment and connectivity, chassis …” „… architectures. Especially the handling of across domain functionality requires very powerful central computing …”

M. Kleinkes, W. Pohlmann, C. Wilks Boost Safety & Styling for vehicle lighting – Individualization and new Functionalities S. 551-566

„… light distribution [7] is a bending light with a more specific adaptation to the road surface …” „… / adaptation to the curvature / to road crossings and bends or branching. It adapts to the needed driving …” „… microcontroller. Later, central system architectures with the use of domain computers will be used more …”

doi.org/10.51202/9783181023570

Haitham Elfahaam - A Runtime Adaptation Concept to reinforce Versatility in Industrial Automation

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Haitham Elfahaam

A Runtime Adaptation Concept to reinforce Versatility in Industrial Automation

Series: Mess-, Steuerungs- und Regelungstechnik

Volume 1267 2018

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State of the Art S. 6-22

„… a repository (Docker cloud). In the optimization domain, Docker utilizes a consensus algorithm …” „… Adaptation in Industrial Automation Systems Adaptation in Industrial automation systems can occur on the …” „… different levels of the automation pyramid. For example, adaptation can refer to field devices adaptation …”

Introduction S. 1-5

„… tasks dynamically change requiring a continuous adaptation of the 1 1 Introduction set plan so that it …” „… required to analyze an automation network and attain the required adaptation objectives. In this …” „… redeployment can enhance and optimize the resources utilization in the automation domain. 1.1.1 Applications …”

Titelei/Inhaltsverzeichnis S. I-XII

„… Regelungstechnik Reihe 8 A Runtime Adaptation Concept to reinforce Versatil ity in Industrial Automation …” „… Lehrstuhl für Prozessleittechnik der RWTH Aachen PI TS TO PS ER VE R A Runtime Adaptation Concept to …” „… Adaptation Concept to reinforce Versatil ity in Industrial Automation M.Sc. Haitham Elfahaam, Aachen …”

Runtime Adaptation Concept S. 23-36

„… 3 Runtime Adaptation Concept In this chapter, the concept of runtime adaptation is explained. As …” „… previously discussed (cf. Sec 1), with a highly dynamic environment in I40, an adaptation concept that …” „… “runtime adaptation system” refers, is defined as the runtime of the whole production starting at the …”

doi.org/10.51202/9783186267085

VDI Wissensforum GmbH - Messunsicherheit praxisgerecht bestimmen – Prüfprozesse in der industriellen Praxis 2021

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VDI Wissensforum GmbH (ed.)

Messunsicherheit praxisgerecht bestimmen – Prüfprozesse in der industriellen Praxis 2021

Series: VDI-Berichte

Volume 2390 2021

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A. Konig Self-X Sensorsysteme: Robuste Informationspräsentation und -verarbeitung in adaptiver Architektur S. 247-252

„… ). A New Deep Learning Model for Fault Diagnosis with Good Anti-Noise and Domain Adaptation …” „… ]. Industry 4.0 and related application domains urgently demand in addition to intelligent …” „… functionality for significant increase of flexibility, dependability, robustness, and adaptation …”

doi.org/10.51202/9783181023907

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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Self-supervision by dynamics-based layers S. 95-122

„… baseline) on the walking data but not on the runningdata.6.3.3 Domain AdaptationIn addition to the stable …” „… Network also enables self-supervised domain adaptation betweenmovement types. Here, the transfer between …” „… used to realize semi-supervised learning and self-supervised domain transfer.5. The robustness of the …”

Conclusions S. 123-126

„… addition to self-supervised learning from scratch, domain expansion and transferbetween different walking …” „… walking, respectively, without requiring groundtruth forces and moments of the new domain. In the case of …” „… domain transfer, pre-trainingas well as normalization using the source domain supports the prediction …”

Titelei/Inhaltsverzeichnis S. I-XIV

„… Labeled Datasets . . . . . . . . . . . . 1066.3.3 Domain Adaptation …”

Bibliography S. 130-152

„… Villamizar, Olivier Canévet, and Jean-MarcOdobez. “Investigating Depth Domain Adaptation for Efficient Human …” „… . “Domain-Adversarial Training ofNeural Networks.” In: J. Mach. Learn. Res. 17 (2016), 59:1–59:35.[44] Spyros Gidaris …”

doi.org/10.51202/9783186877109

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