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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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Introduction S. 1-10

„… . Synthetic data includesface [1, 24–28], body [29–33], gaze [28, 34–38] and hand [39–41] datasets.Examples of …” „… problems is to utilize synthetic training data.Creating synthetic training data is a topic in itself, and …” „… https://datagen.tech/ for synthetic data for face analysis tasks.21.1 motivationone should generally try to make it as …”

Conclusion S. 99-102

„… of data. After an initial investment, synthetic face data gener-ation provides the ability to …” „… avoid the difficultiesassociated with real-world data annotation.Adapting models trained with synthetic …” „… adequately ad-dress these challenges. To unlock the potential of synthetic data andovercome these challenges …”

Titelei/Inhaltsverzeichnis S. I-XIV

„… Pose Estimation from Synthetic DataReihe 10Informatik/KommunikationISBN 978-3-18-388310-3E-ISBN …” „… Real-WorldHead Pose Estimation from Synthetic DataVon der Fakultät für Elektrotechnik und Informatikder Gottfried …” „… Adaptation for Real-World Head Pose Estimation from Synthetic DataReihe 10Informatik/KommunikationBlackL …”

Fundamentals S. 11-30

„… Applications and Synthetic DataHead pose is a key factor in many biometric systems related to facialanalysis …” „… UnsupervisedSemi-SupervisedPartialSingle-TargetMulti-Target UniversalMulti-StepSingle-StepUnsupervisedTL TL TL TLtarget data labeled datatarget dataDs ̸= Dt …” „… , learning-based approaches trained only on synthetic data (source domain) tend toperform poorly on real-world data …”

Evaluation S. 61-98

„… unrelated datasets are used. One datasetis used for training and one for testing. Only labels and data from …” „… on completely synthetic datasets(SynHead++, SynBiwi+) reach state-of-the-art HPE performance …” „… . Thisvalidates our proposed assumption that synthetic data is a promisingapproach for HPE tasks. Augmentation …”

Bibliography S. 111-128

„… coarse-to-fine network for head pose estimation from synthetic data.” In:Pattern Recognition 94 (2019), pp …” „… From Synthetic Data: A Semi-SupervisedApproach.” In: IEEE Access 9 (2021), pp. 37557–37573. doi …” „… . Sellart, J. Materzynska, D. Vázquez, and A. M. López.“The SYNTHIA Dataset: A Large Collection of Synthetic …”

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

„… paradigmsfor domain adaptation like open-set and universal domain adaptation.However, for synthetic data we …” „… resampling approach, source datacan be resampled to account for data imbalance without much effort.We define …” „… synthetic-to-real head pose estimation. In doing so, we presentour method for partial adversarial domain adaptation …”

Publications of felix konstantin kuhnke S. 129-136

„… Synthetic DataReihe 10Informatik/KommunikationISBN 978-3-18-388310-3E-ISBN 978-3-18-688310-0Nr. 883Cyan …” „… AudiologicalResearch. Vol. 5. Aug. 2015, pp. 325–332.130Felix Konstantin Kuhnkepersonal dataYear of Birth: 1987Place of …”

Domain adaptation using relative pose consistency S. 45-60

„… . Our goal is still to improvethe performance on real-world data using only labels from synthetic datain …” „… dataset, which is only partiallylabeled. It therefore utilizes labeled and unlabeled data …” „… target data.Another issue with consistency regularization arises if the labels ofthe source and target …”

doi.org/10.51202/9783186883100

VDI Wissensforum GmbH - International Conference on Gears 2022

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VDI Wissensforum GmbH (ed.)

International Conference on Gears 2022

Series: VDI-Berichte

Volume 2389 2022

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T. Konig, M. Kley, F. Wagner, M. Liebschner Enhanced damage classification on transmissions by generating synthetic data with Generative Adversarial Networks (GAN) S. 227-238

„… Enhanced damage classification on transmissions by generating synthetic data withGenerative …” „… Adversarial Networks (GAN) are used to generate synthetic data and thus to extend existing measurement data …” „… (ANN) enables a generation of synthetic data sets. The ANNs are called generator and discriminator. The …”

B. James Developing a digital thread linking gear design to manufacturing simulation and metrology S. 185-196

„… , barriers to smooth data exchange exist which hinders the operation of the ‘team’. This paper describes …” „… , need to access and interpret data from a different source quickly and free from error. Furthermore, as …” „… gears – ISO 21771, VDI 2612-1, and the Gear Data Exchange (GDE) format for the data definition. It is …”

F. Reinle, D. Mangherini, E. Morgano, A. Bongiovanni Combining improved gear efficiency and improved fatigue performance through mass finishing S. 609-620

„… than in previous investigations. The yellow marked data points are 4 recovered probes after 5 million …” „… the test the oil EUROL DCF 1404 was used, which is a fully synthetic oil for double clutch …”

A. Baumann, B. Bertsche Coefficient of friction behavior of gear oils and significance for the meshing process of spur gears S. 745-762

„… dependency. Höhn et al. investigated synthetic and semi-synthetic lubricants with the same viscosity class …” „… velocity and contact pressure. The rheological data is used for simulation of gear contacts. It was found …” „… a comparison of the viscosity data and formulations of the oils tested. VDI-Berichte Nr. 2389, 2022 …”

S. Matkovič, M. Kalin Effect of tribological properties on tooth root fatigue failure of polymer gears S. 1257-1268

„… gear fatigue life was conducted in both dry and lubricated conditions. Using these data, FEM evaluation …” „… dry and lubricated contacts at two temperatures. Fully synthetic PAO oil was used for lubrication …” „… . Using the obtained coefficient of friction data and predicted model published in [8], the average gear …”

Titelei/Inhaltsverzeichnis S. I-XXVIII

„… monitoring/smart gearsEnhanced damage classification on transmissions by generating synthetic data with Generative …” „… National Bibliography); detailed bibliographic data is available via Internet at www.dnb.de.Preflight Lx3 …” „… , Villeurbanne, FrancePreflight Lx3 am August 23, 2022 | 08:38:21 | 148 mm x 210 mm f Operating data …”

doi.org/10.51202/9783181023891

VDI Wissensforum GmbH - Fahrzeugsicherheit

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VDI Wissensforum GmbH (ed.)

Fahrzeugsicherheit

Series: VDI-Berichte

Volume 2426 2023

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P. Laufer, R. Konhäuser Camera-Based Gender Estimation of Vehicle Occupants with Virtual Testing Using Synthetic Data S. 99-112

„… Camera-Based Gender Estimation of Vehicle Occupants with Virtual Testing Using Synthetic Data M.Sc …” „… such as gender from the occupant's face. Especially with a large amount of data, Convolutional Neural …” „… essential features from the training data images for inference. This knowledge is subsequently used to …”

L. F. A. de Oliveira, L. Schories Evaluation of the performance of an AEB system considering the reduction of injury severity in not-avoided cases using the injury risk function built with a logistic regression model and GIDAS Data S. 339-354

„… data from the Hannover and Dresden areas and their neighboring regions. This dataset includes essential …” „… not-avoided cases using the injury risk function built with a logistic regression model and GIDAS Data …” „… the injury severity. The GIDAS (German In-Depth Accident Study) data was used and was filtered into …”

Titelei/Inhaltsverzeichnis S. I-XII

„… Occupants with Virtual Testing Using Synthetic Data 99P. Laufer, R. Konhäuser, IAV Fahrzeugsicherheit GmbH …” „… ); detailed bibliographic data is available via Internet at www.dnb.de.VDI-Berichte Herausgeber: VDI …” „… the population in vehicle safety based on accident data analysis and current ATD development 37H …”

doi.org/10.51202/9783181024263

VDI Wissensforum GmbH - AgEng LAND.TECHNIK 2022

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VDI Wissensforum GmbH (ed.)

AgEng LAND.TECHNIK 2022

Series: VDI-Berichte

Volume 2406 2022

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A. Tempelaere, H. Minh Phan, T. Van De Looverbosch, P. Verboven, B. Nicolai Non-destructive internal disorder detection in pear fruit using X-ray radiographs and deep learning S. 517-524

„… data were used as data augmentation techniques. Synthetic data used as additional training data could …” „… segmentation model. Also, synthetic data of pears only having cavities or internal browning were utilized as …” „… difficult. VDI-Berichte Nr. 2406, 2022518Synthetic CT data For the collected CT data of disordered pears …”

L. Ouatahar, G. Lanigan, A. Bannink, T. Amon, D. Krol, B. Amon Process-based modeling approaches for integral assessment of the impact of feeding management on greenhouse gas and nitrogen emissions in dairy production systems S. 323-326

„… dataCascade of process‐based models(IPCC tier 3)Animal modelHousing/manure modelSoil …” „… input parameters (such as climate data, animal data, detailed feeding data, soil and crop data …” „… downstream effect of the incorporation of C and N, and additional input (e.g. synthetic fertilizer) into the …”

C. Depenbrock, L. Frerichs Investigation and testing of a novel concept for straw management with the “Kombi-Mulcher” – How the decoupling of combine threshing and straw management by means of a “Kombi-Mulcher” contributes to e... S. 179-188

„… to minimise the use of synthetic fertilisers. [1] The classic method of straw management is either …” „… . The focus is on two areas of measurement data recording, firstly on the internal data on the data bus …” „… of the individual drives are recorded. In order to ensure time-synchronous data recording of the …”

doi.org/10.51202/9783181024065

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VDI Wissensforum GmbH (ed.)

ELIV 2019

Series: VDI-Berichte

Volume 2357 2019

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R. Pfeffer, N. Ahn Potential of Training Neural Networks Using Virtual Environments S. 365-374

„… to generate synthetic data such as images, which are automatically provided with the corresponding …” „… is indispensable in this phase (as it is the case for supervised learning). Synthetic data generated …” „… . The following two sections explain the training phase with synthetic data, on the example of camera …”

Y. Chazal, A. M. Hein, S. Boutin System of systems structured data for mobility services S. 293-306

„… Ride Hailing is shown in Fig. 6. This synthetic view (arKItect) [4] is based on an import of data …” „… System of systems structured data for mobility services Yann Chazal, Renault, Paris, France; Dr …” „… intangible (communication network and data services, high definition maps, etc.). VDI-Berichte Nr. 2357 …”

doi.org/10.51202/9783181023570

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