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Anomaly detection with low-level processes in videos

Anomaly detection with low-level processes in videos

引用

3rd International Conference on Computer Vision Theory and Applications, VISAPP 2008

作者： Utasi, Ákos Czúni, László Department of Image Processing and Neurocomputing University of Pannonia Egyetem str. Veszprem Hungary

ISBN: (纸本)9789898111210

In our paper we deal with the problem of low-level motion modelling and unusual event detection in urban surveillance videos. We model the direction of optical flow vectors at image pixels. We implemented and tested probability based approaches such as probability estimation, Mixture of Gaussians modelling, and spatial averaging (with Mean-shift segmentation). We propose a Markovian prior to get reliable spatio-temporal support. We tested the techniques on synthetic and real video sequences.

关键词： Mixtures

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Colour matches using RGB LEDs

Colour matches using RGB LEDs

引用

4th European Conference on Colour in Graphics, Imaging, and Vision and 10th International Symposium on Multispectral Colour Science, CGIV 2008/MCS'08

作者： Csuti, Péter Beke, László Schanda, János Virtual Environments and Imaging Laboratory Department of Image Processing and Neurocomputing University of Pannonia Veszprém Hungary

ISBN: (纸本)9781605607023

Visual and instrumental colour matches between broad band lights and lights composed of the additive mixture of R, G, and B LEDs differ considerably. Previously we have shown that using the primaries suggested by Vos or those now under consideration by the CIE TC 1-36 will diminish the differences between visual and instrumental matches. In a new experiment also the question of the spectral power distribution of the RGB LED primaries has been investigated. We tested LEDs for which the dominant wavelengths were near to the prime colours suggested by Thornton, and as far as possible from these chromaticities, thus near to Thornton's antiprime colours. Characteristic differences were found for the two sets of primaries, showing that colorimetric settings using the antiprime colours does not provide acceptable colorimetric description. This has been shown by colouring images in the following way: A hyper-spectral image was taken, where the reflection spectrum was known for every pixel, and in a simulation this image was irradiated by two RGB LED lights of equal correlated colour temperature, one using the prime colours, the other using the anti-prime colours. Comparing the two simulations showed far larger differences then could be expected from interaction of the broad band reflection spectra and the narrow band LED spectra. © 2008 Society for Imaging Science and Technology.

关键词： Color

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Reducing the foreground aperture problem in mixture of Gaussians based motion detection

Reducing the foreground aperture problem in mixture of Gauss...

引用

14th International Conference on Systems Signals and image processing, IWSSIP 2007 and 6th EURASIP Conference Focused on Speech and image processing, Multimedia Communications and Services, EC-SIPMCS 2007

作者： Utasi, Á. Czúni, L. Department of Image Processing and Neurocomputing University of Pannonia Egyetem u. 10 Veszprém H-8200 Hungary

ISBN: (纸本)9789612480295

Separating the moving image parts from the static background is an important phase in video surveillance applications. The method based on Mixture of Gaussians (MOG) is an often used and robust approach to learn the background automatically and adaptively. Known MOG methods often suffer from the phenomena called the foreground aperture problem, when parts of large moving homogenous regions become part of the background instead of being selected as moving pixels. This article introduces a new method to eliminate this problem.

关键词： Motion analysis

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Configurable multi-layer CNN-UM emulator on FPGA using distributed arithmetic

Configurable multi-layer CNN-UM emulator on FPGA using distr...

引用

9th IEEE International Conference on Electronics, Circuits and Systems, ICECS 2002

作者： Nagy, Zoltán Szolgay, Péter Department of Image Processing and Neurocomputing University of Veszprém Egyetem u. 10 H-8200 Veszprém Hungary

ISBN: (纸本)0780375963

A new emulated digital multi-layer CNN-UM chip architecture called Falcon has been developed. Simulation runtimes can be hundred times shorter using the Falcon processor array compared to the software simulation. This huge computing power makes real time image processing possible. In this paper the main steps of the FPGA implementation and optimization are introduced. The Distributed Arithmetic technique is used to optimize the architecture on FPGAs. Using this technique, smaller and faster arithmetic units can be designed than the conventional approach where multiplier cores and adder trees are used to compute the state equation of the CNN array. © 2002 IEEE.

关键词： Field programmable gate arrays (FPGA)

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Non-linear scale-selection for image compression improvement obtained by perceptual distortion criteria

Non-linear scale-selection for image compression improvement...

引用

10th International Conference on image Analysis and processing, ICIAP 1999

作者： Kopilovic, Iván Szirányi, Tamás University of Veszprém Department of Image Processing and Neurocomputing Egyetem u. 10. H-8200 Veszprém Hungary University of Veszprém Department of Image Processing and Neurocomputing Hungarian Academy of Sciences Kende u. 13-17. H-1111 Budapest Hungary

ISBN: (纸本)0769500404

The effect of linear and nonlinear diffusions prior to the Joint Photographic Experts Group (JPEG) standard baseline compression is analysed and compared. We shall show that anisotropic diffusion acts as an adaptive filtering that extracts and preserves the important visual information, and it will be shown how it can be used as a preprocessing method for compression artefact reduction. The selection of the appropriate preprocessing parameters at a specified bit-rate greatly reduces the compression artefacts. The selection criteria were determined using a perceptual error metric based on a model of the human visual system. © 1999 IEEE.

关键词： Adaptive filtering

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An emulated digital retina model implementation on FPGA

An emulated digital retina model implementation on FPGA

引用

9th IEEE International Workshop on Cellular Neural Networks and their Applications, CNNA

作者： Nagy, Z. Vörösházi, Zs Szolgay, P. Department of Image Processing and Neurocomputing University of Veszprém Egyetem u. 10 H-8200 Veszprém Hungary

The purpose of the low-level image processing that takes place in the retina is to compress the relevant visual information to a manageable size. The behavior of the external layers of the biological retina has been successfully modelled by a Cellular Neural Network. In the present paper a specialized emulated digital CNN-UM architecture will be introduced which can be very efficiently used in the retina model calculations. The high performance of the proposed architecture makes it possible to emulate one channel of the model in real-time.

关键词： Cellular neural networks

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Elastic wave propagation modeling on emulated digital CNN-UM architecture

Elastic wave propagation modeling on emulated digital CNN-UM...

引用

9th IEEE International Workshop on Cellular Neural Networks and their Applications, CNNA

作者： Kozma, Péter Sonkoly, Péter Szolgay, Péter Department of Image Processing and Neurocomputing University of Veszprém Egyetem u. 10 H-8200 Veszprém Hungary Department of Image Processing and Neurocomputing University of Veszprém Analogic and Neural Computing Laboratory Computer and Automation Institute HAS Kende u. 13-17 H-1111 Budapest Hungary

The synthetic seismogram has seen many years of widespread and successful application in geophysical prospecting. It is used to simulate the normal incidence reflectivity of a heterogeneous medium and has been employed more recently to obtain the responses of subsurface structural and stratigraphic configurations. The propagation of seismic waves has to be modeled to create synthetic seismograms. The solution of the partial differential equations of motion describing the propagation of stress waves in an elastic medium requires enormous computation power. In this paper a solution of seismic wave propagation will be presented on CNN-UM architecture. Unfortunately the space-dependent equations and the low computational precision do not make it possible to utilize the huge computing power of the analog CNN-UM chips so the Falcon emulated digital CNN-UM architecture is used to implement our solution.

关键词： Cellular neural networks

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Depth-based indexing and retrieval of photographic images1

引用

8th International Workshop on Visual Content processing and Representation, VLBV 2003

作者： Czúni, László Csordás, Dezso Department of Image Processing and Neurocomputing University of Veszprém Egyetem u. 10 Veszprém8200 Hungary

ISBN: (纸本)3540200819

This paper proposes a new technique for image capture, indexing, and retrieval to implement a content-based image retrieval (CBIR) system more similar to the way people remember the real world [2]. The introduced technique uses range from focus technique to gather 3D information of a scene. The obtained depth-map is segmented and stored together with each individual image in database files. During retrieval the user can describe the query image not only in a conventional way but also with a layered representation where a few (typically 3) depth layers define the distance from the camera. This paper describes the beginning of our research with some preliminary results showing that depth information can be efficiently used in CBIR systems. © Springer-Verlag Berlin Heidelberg 2003.

关键词： Query processing

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Multimedia and virtual reality in the rehabilitation of autistic children

Multimedia and virtual reality in the rehabilitation of auti...

引用

9th International Conference on Computers Helping People with Special Needs, ICCHP 2004

作者： Lányi, Cecília Sik Tilinger, Ádám Department of Image Processing and Neurocomputing University of Veszprém Egyetem u. 10 VeszprémH-8200 Hungary

ISBN: (纸本)3540223347

At present autism is beyond recovery, thus the only way that autistic children can adapt themselves to grown-up life is rehabilitation. As the application of computers becomes more and more general in teaching healthy children so does it in teaching children with learning disabilities. Thence a multimedia and virtual reality software package was designed for the rehabilitation of autistic children. This paper presents the developed programs and the results of their usability test. © Springer-Verlag Berlin Heidelberg 2004.

关键词： Patient rehabilitation

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Development of the virtual ELA-House

Development of the virtual ELA-House

引用

GRAPP 2008 - 3rd International Conference on Computer Graphics Theory and Applications

作者： Horväth, Milán Dániel, Csaba Stark, Jacqueline Lanyi, Cecília Sik Department of Image Processing and Neurocomputing University of Pannonia Veszprém Hungary Austrian Academy of Sciences Department of Linguistics and Communication Research Vienna Austria

ISBN: (纸本)9789898111203

In this paper, the rationale for the development and the process of creating the Virtual ELA (Everyday Life Activities)-House are described. The Virtual ELA-House is an innovative therapy program designed for use with clients with language and speech disorders and/or with other cognitive neuropsychological disorders, which result from brain damage, e.g. aphasia, apraxia of speech, neglect, etc. The Virtual Reality setting is chosen as a modern and relevant therapy setting which imitates real everyday life scenarios. Computer supported cognitive and language therapy allows for repetitive application in the clinical and home setting which is necessary for learning to take place. The advantages of employing a software program based on a Virtual Environment, in particular the Virtual ELA -House, are discussed.

关键词： Houses

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