By David Pfeiffer, Friedrich Erbs, Uwe Franke (auth.), Andrea Fusiello, Vittorio Murino, Rita Cucchiara (eds.)
The 3 quantity set LNCS 7583, 7584 and 7585 contains the Workshops and Demonstrations which happened in reference to the ecu convention on computing device imaginative and prescient, ECCV 2012, held in Firenze, Italy, in October 2012. the complete of 179 workshop papers and 23 demonstration papers used to be rigorously reviewed and chosen for inclusion within the complaints. They the place held at workshops with the subsequent subject matters: non-rigid form research and deformable photo alignment; visible research and geo-localization of large-scale imagery; Web-scale imaginative and prescient and social media; video occasion categorization, tagging and retrieval; re-identification; organic and computing device imaginative and prescient interfaces; the place computing device imaginative and prescient meets artwork; customer intensity cameras for laptop imaginative and prescient; unsolved difficulties in optical stream and stereo estimation; what is in a face?; colour and photometry in machine imaginative and prescient; desktop imaginative and prescient in motor vehicle expertise: from earth to mars; elements and attributes; research and retrieval of tracked occasions and movement in imagery streams; motion acceptance and pose estimation in nonetheless photos; higher-order versions and worldwide constraints in machine imaginative and prescient; info fusion in machine imaginative and prescient for proposal acceptance; 2.5D sensing applied sciences in movement: the search for 3D; benchmarking facial picture research technologies.
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Additional resources for Computer Vision – ECCV 2012. Workshops and Demonstrations: Florence, Italy, October 7-13, 2012, Proceedings, Part III
Blue lines indicate stixels estimates, boxes mark detected pedestrians. 00GHz). From the experiments above we see that using stixel width of 3 pixels, 25 row bands and cumulating evidence along 1 column, provides essentially the same quality as the u-disparity stixels in . Using these parameters we reach 260 Hz, a 2× improvement over . 2 Object Detection Stixels estimates can be used to speed-up objects detection. We use the open source VeryFast detector from  in the same setup that they proposed.
Recently a new approach for fast pedestrian detection has been proposed . The authors proposed a method for high quality detections at 50 Hz A. Fusiello et al. ): ECCV 2012 Ws/Demos, Part III, LNCS 7585, pp. 11–20, 2012. c Springer-Verlag Berlin Heidelberg 2012 12 R. Benenson et al. in the monocular case (using GPU), and proposed to exploit the geometrical information to reach 135 Hz in the stereo case (using GPU + CPU). To reach such high speed in the stereo case, Benenson et al. proposed to skip the usual depth map computations stage, and instead use a direct method to estimate the presence of objects above the ground  (“stixel world” estimation ).
In: Workshop on Fine-Grained Visual Categorization, CVPR (2011) 7. : Discovering localized attributes for ﬁne-grained recognition. In: CVPR (2012) 8. : A statistical approach to machine translation. Comput. Linguist. (1990) 9. : Bitam: bilingual topic admixture models for word alignment. In: COLING-ACL (2006) 10. : Latent dirichlet allocation. J. Mach. Learn. Res. (2003) 11. : Modeling annotated data. In: SIGIR (2003) 12. : Caltech-UCSD Birds 200. Technical Report CNS-TR-2010-001, California Institute of Technology (2010) How Important Are “Deformable Parts” in the Deformable Parts Model?