„… / 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 …”

„… 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 …”

„… 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 …”

„… 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 …”

„… 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 …”

„… , 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 …”

„… 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 …”

„… 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 …”

„… 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 …”

„… 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 …”

„… 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 …”

„… 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 …”

„… . 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 …”

„… 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 …”

„… 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 …”