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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

„… regularization.Here, we will also present applications of consistency regularizationfor domain adaptation. Then, we …” „… class. One of the most popular SSL technique isconsistency regularization.Consistency-enforcing methods …” „… RegularizationConsistency regularization forces network outputs for the same inputunder different perturbations to be …”

Conclusion S. 99-102

„… regulariza-tion method (RCRw). As an extension to consistency regularization weproposed relative pose consistency …” „… regularization framework. With this ap-proach, the model can get additional supervision by learning relativepose …” „… Π-model [128] but there are many more consistency regulariza-tion frameworks. Therefore, another direction …”

Titelei/Inhaltsverzeichnis S. I-XIV

„… convolutional neural networkCR consistency regularizationDA domain adaptationDANN domain adversarial neural …” „… labelspacesPDA partial domain adaptationRCR relative pose consistency regularizationRCRw weighted relative pose …” „… consistency regularizationRGB red green blueRNN recurrent neural networkSGD stochastic gradient descentSSL …”

Evaluation S. 61-98

„… experiments) or 16 onSynBiwi+ (DA experiment).5.4.1.2 Experimental Details: Consistency RegularizationFor all …” „… RegularizationIn this section we analyze the different components of our consistencyregularization framework in …” „… regularization experiments and baseline experi-ments on SynHead++ and 300W-LP we run the same algorithm 10 …”

Publications of felix konstantin kuhnke S. 129-136

„… Architectures and Regularization Approacheson CheXpert5000.” In: Medical Image Computing and ComputerAssisted …”

Introduction S. 1-10

„… strategies we proposea weighted relative pose consistency regularization (RCRw) framework.This approach does …” „… spe-cific extension to consistency regularization.• We conduct a comprehensive study to uncover effects of …” „… regularizationmethod. We explain how we derive this method from semi-supervisedlearning methods. In addition, we …”

Additional Tables S. 103-108

„… 5.6, forrelative consistency regularization experiments we selected the one thatperforms most similar …”

Fundamentals S. 11-30

„… take. This includes consistency regularization, entropyregularization, label propagation, and …” „… regularization forDA, which form the basis for the methods that we propose in this thesis.2.5 head pose …”

doi.org/10.51202/9783186883100

Bastian Wandt - Human Pose Estimation from Monocular Images

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Bastian Wandt

Human Pose Estimation from Monocular Images

Series: Informatik/ Kommunikation

Volume 869 2020

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Exploiting Temporal Properties S. 40-79

„… regularization and bone length constancy constraints. A trilinear factorization approach similar to [23, 62, 68 …” „… the regularization factor on the reconstruction result. Furthermore we demonstrate that our algorithm …” „… for periodic and quasiperiodic motions such as walking is introduced. • A novel regularization term …”

Related Work S. 17-21

„… . Ramakrishna et al. [68] propose a regularization term based on known proportions in the human body. They also …” „… objective function. The approach of [68] was extended by Wang et al. [103] with a sparsity regularization of …”

Conclusions S. 97-100

„… motions such as walking or running. For the reconstruction of non-periodic motions a novel regularization …”

Introduction S. 1-16

„… to non-periodic motion we propose our novel regularization term based on temporal bone length …” „… to non-periodic motion we propose a novel regularization term based on temporal bone length constancy …”

doi.org/10.51202/9783186869104

Nikola Aulig - Generic Topology Optimization Based on Local State Features

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Nikola Aulig

Generic Topology Optimization Based on Local State Features

Series: Rechnerunterstützte Verfahren

Volume 468 2017

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Theory S. 155-160

„… training samples (st,yt) and a regularization parameter λ. The second term is a typical regularization term …” „… specific choice of regularization is termed ridge regression [83], and ensures flatness of the function by …” „… by minimization of (A.1). A good value for the regularization parameter can be found by a line search …”

Fundamentals S. 8-28

„… optimality criteria methods [26], the method of moving asymptotes [184, 185], and regularization methods to …” „… the update procedure and the regularization method. While a detailed history of topology optimization …” „… . Efficient optimization and regularization approaches for a wide scope of problems are the result of over two …”

Studies on the Minimum Compliance Problem S. 84-120

„… relatively little available training data renders the regularization of the linear regression especially …” „… important. As described in App. A.2, over-fitting is avoided by the quadratic regularization term added to …” „… the ordinary least squares problem of linear regression. The regularization parameter is found by a …”

Topology Optimization by Predicting Sensitivities S. 48-83

„… variables is available. Existing optimizers, regularization methods, and interpolation schemes for topology …” „… Sec. 4.3 and 4.4. Before that, optimizer and regularization methods, as well as the computational flow …” „… relatively low so that over-fitting can be a problem and regularization methods are of importance and also …”

doi.org/10.51202/9783186468208

Eduardo Pérez Pellitero - Manifold Learning for Super Resolution

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Eduardo Pérez Pellitero

Manifold Learning for Super Resolution

Series: Informatik/ Kommunikation

Volume 859 2018

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Anchored Neighborhood Regression S. 23-27

„… and the 1-norm regularization term enforces sparsity in the solution. The sparse decomposition α is …” „… image. Due to the 1-norm regularization term, there is no closed-form solution for such minimization …” „… minima. Timofte et al. proposed a relaxation of the 1-norm regularization commonly used in most of the …”

Sparse dictionaries for SR S. 13-22

„… a minimization function with 1 regularization. Secondly, the sparse weight vector is applied within …” „… is important to note that this is essentially a linear regression with 1-norm regularization. We …” „… explore other regularization options, and their effects in the upcoming chapters. In order to guarantee a …”

Titelei/Inhaltsverzeichnis S. I-XII

„… , and move towards a more efficient L2 regularization scheme. Instead of using a patch-todictionary …” „… sparse coding techniques. We then shift from 1 to a more efficient 2 regularization, as introduced by …”

Dense Local Training and Spherical Hashing S. 33-39

„… regressors based on pure collaborative neighbor embedding, which fits better the 2-norm regularization …”

Results S. 68-101

„… and replicate their experimental setup: The regularization parameter λ (see Eq. 2.6) is set to λ = 0.1 …” „… smaller dictionary sizes (as each neighborhood covers more span within the manifold). The regularization …” „… ) shows the impact of the neighborhood size and (b) the impact of the regularization weighting term λ …”

doi.org/10.51202/9783186859105

VDI Wissensforum GmbH - Technische Zuverlässigkeit 2023

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VDI Wissensforum GmbH (ed.)

Technische Zuverlässigkeit 2023

Series: VDI-Berichte

Volume 2409 2023

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S. Hagmeyer, P. Zeiler Verwendung von Kenntnissen über den Degradationsprozess beim Training eines künstlichen neuronalen Netzes zur Steigerung der Vorhersagegenauigkeit einer Prognose der verbleibenden nutzbaren Lebensdau... S. 203-218

„… gegeben und die konkret untersuchte Me-thode der Physics-Based Regularization wird vorgestellt. Es wird …” „… knowledge into machine learning is given and the specifically studied method of physics-based regularization …” „… pressure curve is introduced into the training of the network in the form of a regularization term. Despite …”

doi.org/10.51202/9783181024096

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