By Martin Weinmann (auth.), Giovanni Maria Farinella, Sebastiano Battiato, Roberto Cipolla (eds.)
This ebook offers a wide number of state of the art learn, overlaying either theoretical and sensible elements of reconstruction, registration, and popularity. The textual content presents an outline of hard components and outlines of novel algorithms. gains: investigates visible positive aspects, trajectory positive aspects, and stereo matching; studies the most demanding situations of semi-supervised item acceptance, and a unique technique for human motion categorization; offers a framework for the visible localization of MAVs, and for using second constraints in convex form optimization; examines options to the co-recognition challenge, and distance-based classifiers for large-scale snapshot type; describes how the four-color theorem can be utilized for fixing MRF difficulties; introduces a Bayesian generative version for figuring out indoor environments, and a boosting method for generalizing the k-NN rule; discusses the difficulty of scene-specific item detection, and an strategy for making temporal large solution video.
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Extra info for Advanced Topics in Computer Vision
LNCS, vol 2350. Springer, Heidelberg, pp 128–142 94. Mikolajczyk K, Schmid C (2003) A performance evaluation of local descriptors. In: Proceedings of the IEEE computer society conference on computer vision and pattern recognition (CVPR), vol 2, pp 257–263 95. Mikolajczyk K, Schmid C (2004) Scale & affine invariant interest point detectors. Int J Comput Vis 60(1):63–86 96. Mikolajczyk K, Schmid C (2005) A performance evaluation of local descriptors. IEEE Trans Pattern Anal Mach Intell 27(10):1615–1630 97.
Tracking (Fig. 1d) is based on object detection and tries to track the localized object across a sequence of frames. Finally, scene understanding (Fig. 1e) aims to capture the whole scene including all interactions among objects and the environment, for example, to S. Ebert (B) · B. de B. M. Farinella et al. 1007/978-1-4471-5520-1_2, © Springer-Verlag London 2013 35 36 S. Ebert and B. Schiele Fig. 1 Computer vision applications with object recognition as an integral part warn the car driver before an accident happens with the ducks.
Features relying on texture will not appear on homogeneous objects and hence, no information can be captured for this part of the scene making tasks such as object recognition, autonomous navigation or scene reconstruction more challenging. In contrast, there are active techniques for establishing robust feature correspondences by actively taking influence on the scene by manipulating the illumination, for example, by projecting illumination patterns. Thus, scene points are assigned with particular labels.
Advanced Topics in Computer Vision by Martin Weinmann (auth.), Giovanni Maria Farinella, Sebastiano Battiato, Roberto Cipolla (eds.)