VDI Verlag eLibrary

Manifold Learning for Super Resolution

Eduardo Pérez Pellitero

Reihe: Informatik/ Kommunikation

Band 859 2018

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„… / Kommunikation Reihe 10 Manifold Learning for Super Resolution Institut für Informationsverarbeitung …” „… Fortschritt-Berichte VDI Manifold Learning for Super Resolution M.Sc. Eduardo Pérez Pell itero, Tübingen Informatik …” „… Pellitero, Eduardo Manifold Learning for Super Resolution Fortschr.-Ber. VDI Reihe 10 Nr. 859. Düsseldorf …”

Dihedral Symmetry Collapse S. 58-67

„… framework for manifold learning with antipodal and dihedral invariance. We present a novel regression-based …” „… crucial both for internal learning (where the search space is limited by the image) and external learning …” „… PatchMatch [4]. Another approach to improve the NN search consists in reducing variability of the manifold …”

Conclusions S. 102-105

„… Forest We present a novel method for example-based SR, based on hierarchical manifold learning. We design …” „… further constraints or prior knowledge in order to be tractable. In this thesis we tackle it by learning …” „… anchor points to the manifold, but form the neighborhoods with raw manifold samples from a more extensive …”

Introduction S. 1-12

„… the span of the patch manifold in order to have a better-posed learning problem [55]. • Chapter 9 …” „… limits on this type of SR, mainly conditioned by registration accuracy. Learning-based SR, also known as …” „… sophistication of priors. By learning the correspondence between degraded Low-Resolution (LR) and HR patches we …”

Naive Bayes SR Forest S. 52-57

„… both speed and quality performance. 7.2 Hierarchical manifold learning Tree structures are naturally …” „… manifold learning approaches as the in-place SR of Yang et al. [93], as both methods use hierarchical …” „… performance in both quality and runtime. NBSRF is essentially a hierarchical manifold learning approach that …”

Bibliography S. 106-118

„… , S. Dasgupta, M. Kabra, and N. Verma. Learning the structure of manifolds using random projections …” „… 2012–2017 Ph.D., Leibniz Universität Hannover and Technicolor, defense in February. Manifold learning for …” „… search (e.g. forest, hashing) Manifold learning Super Resolution, Inverse problems Languages Spanish …”

Results S. 68-101

„… learnt representations thanks to the exploitation of inherent symmetries of patch manifolds. In order to …” „… dictionary size and offers a more populated distribution over the manifold, which enables more compact …” „… smaller dictionary sizes (as each neighborhood covers more span within the manifold). The regularization …”

doi.org/10.51202/9783186859105

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ELIV 2021

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2384 2021

Treffer in den folgenden Teilen:

S. Apartsin, H. Stein, G. Reiter, K. Williams AI-based Signal Integrity Monitoring for Integrated Vehicle Health Management S. 143-150

„… anomalous patterns and provide signal fault isolation. It will also describe how unsupervised deep learning …” „… using deep learning technology to analyze the thousands of parameters that are available onboard the …” „… deep learning algorithms, and they can be trained to analyze very complex data and identify patterns …”

doi.org/10.51202/9783181023846

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SIMVEC 2022

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2407 2022

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F. Chinesta, R. Magg Empowering car design, maintenance and operation from advanced model order reduction and AI technologies S. 523-534

„… combination of TDA (topological data analysis) in tandem with manifold learning allows unifying shape and …” „… of data, by using linear and nonlinear dimensionality reduction (manifold learning: PCA, kPCA, lPCA …” „… . Ibanez, P. Gilormini, E. Cueto, F. Chinesta. Numerical experiments on unsupervised manifold learning …”

doi.org/10.51202/9783181024072

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Model-Based Control of a Turbocharged Diesel Engine with High- and Low-Pressure Exhaust Gas

Matthias Patrick Alexander Mrosek

Reihe: Verkehrstechnik/Fahrzeugtechnik

Band 803 2017

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Engine Configuration and Modelling S. 8-11

„… improvement of the thermal engine efficiency and lower emissions. In the intake manifold the inflowing gas is …” „… termed high pressure exhaust gas recirculation. An additional throttle valve in the intake manifold can …” „… exhaust manifold during the exhaust stroke. The exhaust gas is guided by the variable turbine geometry and …”

Bibliography S. 190-204

„… language. Bessai, C., Stölting, E., and Gratzke, R. (2011). Virtual oxygen sensor in the intake manifold of …” „… Friedman, J. (2011). The Elements of Statistical Learning: Data Mining, Inference, and Prediction. Springer …” „… ). Learning and Soft Computing: Support Vector Machines, Neural Networks, and Fuzzy Logic Models. The MIT …”

doi.org/10.51202/9783186803122

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Human Motion Capture with Sparse Inertial Sensors and Video

Timo von Marcard

Reihe: Informatik/ Kommunikation

Band 866 2020

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Sparse Inertial Poser S. 49-73

„… motion databases learning a mapping from the lower dimensional input to the full body pose. However, this …” „… parameters corresponding to feasible poses collapse to a lower-dimensional manifold. An exemplary pose …” „… manifolds is visualized in Figure 3.2, where several hip and knee joint configurations lead to identical …”

Bibliography S. 107-120

„… . Fitzgibbon. The vitruvian manifold: Inferring dense correspondences for one-shot human pose estimation. In …” „… Fua. Learning monocular 3d human pose estimation from multi-view images. In Proceedings of the IEEE …” „… . Maximum-margin structured learning with deep networks for 3d human pose estimation. In Proc. of International …”

Fundamentals S. 22-48

„… repeated three times. In order to evaluate learning-based approaches, the authors of the dataset recommend …” „… group G form a smooth manifold, where the group operations multiplication and inversion are …” „… would require additional effort to back project onto the manifold. We adopt the notation from Eade [61 …”

Introduction S. 5-21

„… learning-based methods or geometric reasoning. This direction is researched very actively [18, 19, 20, 21, 22, 23 …” „… is huge which makes learning a very difficult task. Liu et al. [38] use 6 IMUs to regress the full …” „… work [41], where a particle-based optimization scheme samples from a manifold of poses which are …”

doi.org/10.51202/9783186866103

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ELIV-MarketPlace 2018

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2338 2018

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C. Mitrohin Artificial Intelligence: Today´s and tomorrow´s opportunities, how do we adjust to it? S. 3-4

„… , learning maps and predictive approaches. The usage of data mining and AI for process optimization purposes …” „… , processes and everyday work is getting bigger. The challenges we tackle with are manifold …”

doi.org/10.51202/9783181023389

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41. Internationales Wiener Motorensymposium 22.-24. April 2020

Bernhard Geringer (Hrsg.), Hans-Peter Lenz (Hrsg.)

Reihe: Verkehrstechnik/Fahrzeugtechnik

Band 813 2020

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K. Togai Verhalten eines geschlossenen Regelkreises bestehend aus einem Antriebsstrang und einer menschlichen Steuerung und der Standpunkt einer Mensch-Maschine-Schnittstelle (HMI) /Behavior of Closed Loop Con... S. II-477-II-487

„… driver. Kageyama reported that the delay time is 0.3 – 0.5 seconds and may not be reduced by learning or …” „… feedforward operation is required. That means learning process is inevitable in human driving. A feedforward …” „… operation is required. That means learning process is inevitable in human driving. 2. Skill learning …”

W. H. Hoffmann, T. Knoll, R. Worner Allianzmanagement mit System/The Organizational Design of the Alliance Management System: A Holistic Perspective S. I-380-I-401

„… institutional setups, learning mechanisms, and tools to manage alliances and alliance portfolios. In addition …” „… development of AC based on experiential (Anand and Khanna, 2000) and deliberate learning (Kale and Singh, 2007 …” „… begun highlighting the contingent value of specific learning mechanisms (Heimeriks et al., 2007) and …”

doi.org/10.51202/9783186813121

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Autoreg 2019

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2349 2019

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Titelei/Inhaltsverzeichnis S. I-X

„… Methoden Learning-Based Path Following Control for an Over-Actuated Robotic Vehicle …” „… Learning Approach for Long-Term Maneuver Planning in Highway Traffic Scenarios …” „… Verbrennungsmotoren Polytopic LPV Controller Design to Control the Boost Manifold Pressure in an Internal Combustion …”

doi.org/10.51202/9783181023495

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Autonomous Systems 2017

Herwig Unger (Hrsg.), Wolfgang A. Halang (Hrsg.)

Reihe: Informatik/ Kommunikation

Band 857 2017

Treffer in den folgenden Teilen:

Gerhard Sartorius Data Preprocessing and Outlier Detection in Multivariate Data S. 105-140

„… manifold without gaps will be assured by the data pre-preparation procedure so that the data can be …” „… knowledge of metrology and machine learning introduced in Metrology and Machine Learning [15] by this author …” „… values on hand. The eigenvalues of the manifold are not to be changed or changed as little as possible. 3 …”

Gerhard Sartorius Metrology and Machine Learning S. 88-104

„… 88 Metrology and Machine Learning Gerhard Sartorius Faculty of Mathematics and Computer Science …” „… information sensibly, after a learning or training phase. Due to their structural similarity to the …” „… Multivariate Data [12] by the author of this paper. Metrology and Machine Learning 89 Rapid developments in the …”

doi.org/10.51202/9783186857101

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Game Content Generation from a Single Example

Maren Awiszus

Reihe: Informatik/ Kommunikation

Band 880 2023

Treffer in den folgenden Teilen:

Conclusion S. 105-110

„… gameplay experiences. On the otherside, Machine Learning (ML) is increasing in popularity due to …” „… largeamounts of training data for Procedural Content generation via MachineLearning (PCGML). In this thesis, a …” „… from. Visualizations show that the generated levels conformwell to the manifold described by the …”

Titelei/Inhaltsverzeichnis S. I-XIV

„… . . . . . . . . . . . . . . . . . . . . 162.2.2 PCG via Machine Learning Methods . . . . . . . . 172.3 Publications …” „… . . . . . . . . . . . . . . . . . . . . . . . 213 fundamentals 233.1 Machine Learning . . . . . . . . . . . . . . . . . . . . . . . 233.1.1 …” „… Distortion Embedding. 81–83, 98–101, 107ML Machine Learning. 1, 2, 6, 18, 19, 23, 24, 105MSE Mean Squared …”

Generating Super Mario Bros Levels with Toad-gan S. 47-76

„… accessible and allow users to more easily generate and even playlevels.4.2.7.1 Few-Shot LearningIn the …” „… higher dimensionalpoint clouds can be applied here, too. One such method is the UniversalManifold …” „… generated slices are not as close tothe training distribution, but still fall into the level manifold …”

Bibliography S. 111-130

„… . url:https://trends.google.com/trends/explore?date=all&q=machine%5C%20learning,artificial%5C%20intelligence (visited on06/13/2022).[40] Grand View Research. Video …” „… . “Capturing local and globalpatterns in procedural content generation via machine learning.”In: 2020 IEEE …” „… B I B L I O G R A P H Y[1] M. Abdolahnejad and P. X. Liu. “Deep learning for face imagesynthesis …”

doi.org/10.51202/9783186880109

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AgEng LAND.TECHNIK 2022

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2406 2022

Treffer in den folgenden Teilen:

C. Stumpe, S. Böttinger Grassland yield prediction and mapping in small-scaled regions S. 149-154

„… yield prediction model The manifold input data are processed by machine learning algorithms like …” „… machine learning methods. This approach will provide farmers with the most precise yield information …” „… measured variables from different measurement methods using machine learning techniques. Finally, the …”

doi.org/10.51202/9783181024065

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37. Internationales Wiener Motorensymposium 28. – 29. April 2016

Hans Peter Lenz (Hrsg.)

Reihe: Verkehrstechnik/Fahrzeugtechnik

Band 799 2016

Treffer in den folgenden Teilen:

B. Fitzsimons, B. Husband, S. Leathers, J. McLean, I. Minards Der neue Aston Martin DB11 V12 Motor/The New Aston Martin DB11 V12 Engine S. I-137-I-158

„… , coupled with Aston Martin’s previous V12 oil handling learning, rig and vehicle testing were used to …” „… . Considerable development and design iteration was undertaken to achieve exhaust manifold, turbine housing and …” „… is shown in Figure 12. Figure 12: Turbocharger and Exhaust Manifold Pollutant …”

doi.org/10.51202/9783186799128

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ELIV 2019

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2357 2019

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A. Weichslgartner Embedded Intrusion Detection based on AI – A Data-Driven Approach S. 469-478

„… unknown attacks. This is done by defining/learning a normal behavior and categorizing all behavior …” „… learning based intrusion detection, monitoring perimeter flows, DNS, and proxy services. While the …” „… , anomaly detection for NIDS gained a lot of attention. The range of used algorithm is manifold. However …”

doi.org/10.51202/9783181023570

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Automation 2019

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2351 2019

Treffer in den folgenden Teilen:

D. Sun, S. Willmann, S. Sathananthan, S. Hoch, D. Gamrad, A. Gladisch, E. Simsek, J. Myrzik Deep Auto-encoder-based Approach for Dependability Assessment of Industrial Wireless Network S. 1047-1070

„… , Bengio Y, Hinton G. Deep learning[J]. Nature, 2015, 521(7553):436-444. [7] Brownlee J. Practical Machine …” „… learning[J]. Wireless Networks, 2010, 16(2):273-290. VDI-Berichte Nr. 2351, 20191056 [12] Mijumbi R …” „… , 2008:313-318. [14] Demirbilek E, Grégoire J C. Machine Learning--Based Parametric Audiovisual Quality …”

doi.org/10.51202/9783181023518

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SIMVEC – Simulation und Erprobung in der Fahrzeugentwicklung

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2333 2018

Treffer in den folgenden Teilen:

C. Diez Analyse von Crash Simulationen mit Hilfsmitteln der kunstlichen Intelligenz S. 1-16

„… ), Transportation Research Board 92nd Annual Meeting, 2013 [9] Goldberg, Y. et al., Manifold Learning: The Price …” „… Learning die bereits essentiellen Effekte und Anomalien aufzubereiten und dem Ingenieur kondensiert …” „… Bereich des Machine Learning ist sehr ähnlich zur Optimierung, da auch hier Metamodelle verwendet werden …”

doi.org/10.51202/9783181023334

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