Hexagonal pixel-array for efficient spatial computation for motion-detection pre-processing of visual scenes

نویسنده

  • Nicoladie D. Tam
چکیده

Motion-detection, edge-detection, and orientation-detection often require spatial computation of the light intensity difference between neighboring pixel cells. Pre-processing the image at the retinal level can improve the computational efficiency when the parallel processing can be achieved naturally by the spatial arrangement of the pixel-array. Pixel-arrays that require spatial pre-processing computation have different geometric constraints than plain pixel-arrays that do not require such local computation. Our analysis shows that geometric optimization of pixel-arrays can be achieved by using hexagonal arrays over rectilinear arrays. Hexagonal arrays improve the packing density, and reduce the complexity of the spatial computation compared to rectilinear square and octagonal arrays. They also provide geometric symmetry for efficient computation not only at the contiguous neighboring cell level, but also at the higher-order neighboring cell level. The light intensity difference at the higher-order cell level is used to compute the first-order and second-order time-derivatives for velocity and acceleration detections of the visual scene, respectively. Thus, hexagonal arrays increase the computational efficiency by using a symmetric configuration that allows pre-processing of spatial information of the visual scene using hardware implementations that are repeatable in all higher-order neighboring pixels.

برای دانلود رایگان 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

Quad-pixel edge detection using neural network

One of the most fundamental features of digital image and the basic steps in image processing, analysis, pattern recognition and computer vision is the edge of an image where the preciseness and reliability of its results will affect directly on the comprehension machine system made objective world. Several edge detectors have been developed in the past decades, although no single edge detector...

متن کامل

Quad-pixel edge detection using neural network

One of the most fundamental features of digital image and the basic steps in image processing, analysis, pattern recognition and computer vision is the edge of an image where the preciseness and reliability of its results will affect directly on the comprehension machine system made objective world. Several edge detectors have been developed in the past decades, although no single edge detector...

متن کامل

A Novel Background Subtraction for Dynamic Texture Scenes by Exploitation of Fuzzy Colour bar Graph and Morphological Operations

Background subtraction in dynamic scenes is an important and challenging task. This paper proposes an efficient motion detection system based on background subtraction using fuzzy colour histogram and morphological processing. Here two methods are used effectively for object detection followed by people counting and compare these performance based on accurate estimation. In dynamic texture scen...

متن کامل

Online multiple people tracking-by-detection in crowded scenes

Multiple people detection and tracking is a challenging task in real-world crowded scenes. In this paper, we have presented an online multiple people tracking-by-detection approach with a single camera. We have detected objects with deformable part models and a visual background extractor. In the tracking phase we have used a combination of support vector machine (SVM) person-specific classifie...

متن کامل

Motion camera based on a custom vision sensor and an FPGA architecture

A digital camera for custom focal plane arrays was developed. The camera allows the test and development of analog or mixed-mode arrays for focal plane processing. The camera is used with a custom sensor for motion detection to implement a motion computation system. The custom focal plane sensor detects moving edges at the pixel level using analog VLSI techniques. The sensor communicates motion...

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

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2014