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Data and model driven foveation

Data and model driven foveation

引用

international conference on pattern recognition

作者： A. Califano R. Kjeldsen R.M. Bolle Exploratory Computer Vision Group IBM Thomas J. Watson Research Center Yorktown Heights NY USA

A general framework for multiresolution visual recognition is introduced. the input is processed simultaneously at a coarse resolution throughout the image and at finer resolution within a small window. An approach for controlling the movement of the high-resolution window is described which allows for the unification of a variety of data and model-driven behavioral paradigms. three modes have been implemented, one based on large unexplained areas in the data, one on conflicts in the object-model database, and one on a 2D space-filling algorithm. It is argued that this kind of multiresolution processing not only is useful in limiting the computational time, but also can be a deciding factor in making the entire vision problem a tractable and stable one. To demonstrate the approach, a class of 3D surface textures is introduced as a feature for recognition in the system considered. Surface texture recognition typically requires higher-resolution processing than required for the extraction of the underlying surface. As an example, surface texture is used to discriminate between a ping-pong ball and a golf ball.< >

关键词： image resolution Layout Surface texture Machine vision computer vision image recognition image databases Performance analysis Degradation System performance

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A high-speed pipeline processor for regional labelling based on a new algorithm

A high-speed pipeline processor for regional labelling based...

引用

international conference on pattern recognition

作者： T. Hattori Information & Computer Science Laboratory Department of Education Kagawa University Takamatsu Japan

A high-speed regional labeling processor which continuously processes images from an image area sensor at the NTSC video rate, i.e., at the speed of 30 images (512*512*8 b/frame)/s is presented. An algorithm implemented in the processor is described. Since this algorithm retains the label's linkage information in the form of simple linear list structure and not in graph structure, the hardware of the processor is very simple and has been implemented by wired logic alone.< >

关键词： Labeling Pipeline processing image processing pattern recognition Head computer vision pattern analysis Hardware Space technology Couplings

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the IUA feedback concentrator

The IUA feedback concentrator

引用

international conference on pattern recognition

作者： D. Rana C.C. Weems Department of Electrical & Computer Engineering University of Massachusetts Amherst MA USA

A feedback concentrator for a massively parallel, multilevel image understanding architecture (IUA) is presented. A brief overview of the IUA is given. the details of the feedback concentrator mechanism, which was implemented using a custom VLSI chip, are presented. the custom chip uses a combination of circuit techniques to achieve high speed. A description of the custom VLSI concentrator chip is provided. the performance of the architecture is compared with a mesh-connected processor without the feedback mechanism for three common, low-level vision tasks and is shown to be significantly faster.< >

关键词： Feedback Hardware Communication system control computer architecture computer vision Associative processing Contracts Monitoring Parallel processing Testing

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P/sup 3/A: a partitionable parallel/pipeline architecture for real-time image processing

P/sup 3/A: a partitionable parallel/pipeline architecture fo...

引用

international conference on pattern recognition

作者： C.T. Gray W. Liu T. Hughes R. Cavin S.-s. Chen Department of Electrical & Computer Engineering North Carolina State University Raleigh NC USA Department of Computer Sciences University of North Carolina Charlotte Charlotte NC USA

A high-performance partitionable parallel/pipeline architecture (P/sup 3/A) that is capable of real-time image processing is discussed. the architecture consists of P disjoint pipes of L processors each, connected together through a novel wraparound memory. Many different problem classes, including shuffle-exchange, butterfly, and tree algorithms, can be easily mapped into P/sup 3/A. the power of the architecture lies in its ability to exploit both the spatial and temporal aspects of concurrency balancing parallelism and pipelining.< >

关键词： image processing computer architecture Concurrent computing computer vision Pipeline processing Embedded computing Real time systems Parallel processing Fourier transforms Routing

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Exploiting data parallelism in vision on the Connection Machine system

Exploiting data parallelism in vision on the Connection Mach...

引用

international conference on pattern recognition

作者： H. Voorhees D.M. Fritzsche L.W. Tucker Thinking Machines Corporation Cambridge MA USA

the authors show how the data parallel programming model can be applied to high level vision tasks needed for object recognition. the architecture and programming model of the Connection Machine System are reviewed. Utilities for representing and manipulating sets of data, the primary representation outside of the image plane, are described using communications primitives, especially segmented scans. Several algorithms for matching and evidence accumulation, which are constructed from the utilities, are compared. the techniques emphasize the use of sorting and sparse representations of space in order to limit the combinatorial processing requirements of high-level vision.< >

关键词： Parallel processing Geometry Concurrent computing Parallel programming Sorting Parallel architectures computer architecture image segmentation Combinatorial mathematics Utility programs

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Efficient embedding of interprocessor communications in parallel implementations of intermediate level vision tasks

Efficient embedding of interprocessor communications in para...

引用

international conference on pattern recognition

作者： D.C. Gerogiannis S.C. Orphanoudakis Electrical Engineering Yale University New Heaven CT USA

Issues related to the efficient embedding of interprocessor communications required by parallel implementations of intermediate-level vision tasks are discussed. the performance of alternative embeddings of the interprocessor communications required by specific tasks at the intermediate level of vision has been analyzed, and quantitative results have been obtained and compared to the results of corresponding implementations on the Connection Machine. In the quantitative analysis, the cost of communication primitives supported by this machine, characteristics of the task, and parameters which are characteristic of image content are taken into account. Based on the result of this analysis, a methodology is suggested for selecting the most efficient implementation of interprocessor communications among different alternatives.< >

关键词： Costs Parallel machines Parallel processing Computed tomography Performance analysis image analysis Data mining Pixel image processing computer science

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An architecture for multiresolution, focal, image analysis

An architecture for multiresolution, focal, image analysis

引用

international conference on pattern recognition

作者： P.J. Burt G. van der Wal David Sarnoff Research Center SRI International Inc. Princeton NJ USA

A segmented pipeline architecture for multiresolution, focal, array processing is presented. A buffer is introduced at each point in a pipeline computation at which changes in sample density or analysis area may take place. these buffers divide the pipeline into segments, each with constant data load. When active, a segment runs at its full design rate. Efficiency is maintained by switching processing elements between segments as image data flows through the system. the segmented pipeline architecture is illustrated with an application to image motion analysis.< >

关键词： image resolution image analysis image segmentation Pipeline processing image motion analysis Real time systems computer architecture Machine vision Buffer storage Algorithm design and analysis

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Vista for a general purpose computer vision system

Vista for a general purpose computer vision system

引用

international conference on pattern recognition

作者： M.H. Sunwoo J.K. Aggarwal Computer and Vision Research Center University of Texas Austin Austin TX USA Comput. & Vision Res. Center Texas Univ. Austin TX USA

An integrated vision triarchitecture, Vista, for a general-purpose computer vision system is described. Vista consists of three parallel architectures. A fine-grained mesh-connected single-instruction multiple-data (SIMD) architecture is proposed to minimize the communication overhead between processing elements in existing mesh-connected architectures. A medium-grained multiple-instruction multiple-data (MIMD) architecture is proposed to alleviate the communication overhead in loosely coupled multiprocessors and the memory contention in tightly coupled multiprocessors. A coarse-grained MIMD architecture is proposed to reduce the communication and input/output (I/O) overheads in existing hypercube multiprocessors. these architectures are exploited for low-, intermediate-, and high-level computer vision, respectively. Each architecture shows a performance improvement in each class. the three architectures are pipelined into Vista for a general-purpose computer vision system.< >

关键词： computer vision computer architecture Parallel architectures Hypercubes Concurrent computing Filtering image edge detection Convolution Labeling image segmentation

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Variations on regularization

Variations on regularization

引用

international conference on pattern recognition

作者： D. Keren M. Werman Department of Computer Sciences Hebrew University of Jerusalem Jerusalem Israel

Regularization has become an important tool for solving many ill-posed problems in approximation theory-for example, in computer vision-including surface reconstruction, optical flow, and shape from shading. the authors attempt to determine whether the approach taken in regularization is always the correct one, and to what extent the results of regularization are reliable. they consider as an example a case in which regularization has been used to reconstruct a surface from sparse data, and attempt to determine how strongly the height of the surface at a certain point can be relied upon. these questions are answered by defining a probability distribution on the class of surfaces considered, and computing its expectation and variance. the variance can be used, for instance, to construct a safety strip around the interpolated surface that should not be entered if collision with the surface is to be avoided.< >

关键词： Surface reconstruction image reconstruction image motion analysis Shape computer science Approximation methods computer vision Probability distribution Distributed computing image processing

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Depth restoration from defocused images using simulated annealing

Depth restoration from defocused images using simulated anne...

引用

international conference on pattern recognition

作者： K.V. Prasad R.J. Mammone Machine Vision Group CAIP Center Department of Electrical and Computer Engineering Rutgers University Piscataway NJ USA

the recovery of depth from defocused images is formulated as a 3-D image restoration problem. A defocused image is modeled as the combinatorial outcome of the depths and intensities of the volume elements (voxels) of an opaque 3-D object. A large depth-of-field image is used to constrain the intensities of the voxels. the depths of voxels are estimated from a highly defocused image by using simulated annealing to solve a constrained optimization problem. It is concluded that the method provides a framework for high-resolution depth recovery from defocused images. the method is computationally-intensive; however, it is amenable to parallel processing and is well suited for small field-of-interest applications.< >

关键词： image restoration Simulated annealing Voltage control Constraint optimization Computational modeling Integral equations Pixel computer simulation Machine vision Design for disassembly

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