MARR: Active vision model

نویسندگان

  • Lubov N. Podladchikova
  • Valentina I. Gusakova
  • Dmitry G. Shaposhnikov
  • Alain Faure
  • Alexander V. Golovan
  • Natalia A. Shevtsova
چکیده

Earlier13,18,19, the biologically plausible active vision ,model for Multiresolutional Attentional Representation and Recognition (MARR) has been developed. The model is based on the scanpath theory of Noton and Stark17and provides invariant recognition of gray-level images. In the present paper, the algorithm of automatic image viewing trajectory formation in the MARR model, the results of psychophysical experiments, and possible applications of the model are considered. Algorithm of automatic image viewing trajectory formation is based on imitation of the scanpath formed by operator Several propositions about possible mechanisms for a consecutive selection of fixation points in human visual perception inspired by computer simulation results and known psyhophysical data have been tested and confirmed in our psychophysical experiments. In particular, we have found that gaze switch may be directed (i) to a peripheral part of the vision field which contains an edge oriented orthogonally to the edge in the point of fixation, and (ii) to a peripheral part of the vision field containing crossing edges. Our experimental results have been used to optimize automatic algorithm of image viewing in the MARR model. The modified model demonstrates an ability to recognize complex real world images invariantly with respect to scale, shift, rotation, illumination conditions, and, in part, to point of view and can be used to solve some robot vision tasks.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Towards a control model of object recognitionR

In this paper we present some preliminary investigations into the development of an active vision system with the aim of developing a real-world model of simple visual behaviour, based upon a control theory 4] view of purposive behaviour. The goal of the system is to control its xation with respect to objects of a relatively complex nature.

متن کامل

Does this computational theory solve the right problem? Marr, Gibson, and the goal of vision.

David Marr's book Vision attempted to formulate athoroughgoing formal theory of perception. Marr borrowed much of the "computational" level from James Gibson: a proper understanding of the goal of vision, the natural constraints, and the available information are prerequisite to describing the processes and mechanisms by which the goal is achieved. Yet, as a research program leading to a comput...

متن کامل

Bio-Inspired Active Vision Paradigms in Surveillance Applications

Visual perception was described by Marr (1982) as the processing of visual stimuli through three hierarchical levels of computation. In the first level or low-level vision it is performed the extraction of fundamental components of the observed scene such as edges, corners, flow vectors and binocular disparity. In the second level or medium-level vision it is performed the recognition of object...

متن کامل

Reaction-Diffusion Algorithm for Vision Systems

Vision systems require fundamental algorithms of image processing and vision computing. Algorithms of edge detection, grouping and stereo disparity detection are typical examples. Marr and his collaborators proposed several effective algorithms of edge detection and stereo disparity detection, in particular, in a computational approach (Marr, 1982). Marr and Hildreth had previously proposed an ...

متن کامل

Stereo vision and segmentation

I will describe models and algorithms for the real-time segmentation of foreground from background layers in stereo video sequences. Automatic separation of layers from color/contrast or from stereo alone is known to be error-prone. Here, color, contrast and stereo matching information are fused to infer layers accurately and efficiently. The stereo-match likelihood is then fused with a contras...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2003