LAMP - TR - 151 November 2008 COMPUTER VISION AND IMAGE PROCESSING LARGE TECHNIQUES FOR MOBILE APPLICATIONS

نویسندگان

  • Xu Liu
  • David Doermann
چکیده

Camera phones have penetrated every corner of society and have become a focal point for communications. In our research we extend the traditional use of such devices to help bridge the gap between physical and digital worlds. Their combined image acquisition, processing, storage, and communication capabilities in a compact, portable device make them an ideal platform for embedding computer vision and image processing capabilities in the pursuit of new mobile applications. This technical report is presented as a series of computer vision and image processing techniques together with their applications on the mobile device. We have developed a set of techniques for ego-motion estimation, enhancement, feature extraction, perspective correction, object detection, and document retrieval that serve as a basis for such applications. Our applications include a dynamic video barcode that can transfer significant amounts of information visually, a document retrieval system that can retrieve documents from low resolution snapshots, and a series of applications for the users with visual disabilities such as a currency reader. Solutions for mobile devices require a fundamentally different approach than traditional vision techniques that run on traditional computers, so we consider user-device interaction and the fact that these algorithms must execute in a resource constrained environment. For each problem we perform both theoretical and empirical analysis in an attempt to optimize performance and usability. The thesis makes contributions related to efficient implementation of image processing and computer vision techniques, analysis of information theory, feature extraction and analysis of low quality images, and device usability.

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

Computer Vision and Image Processing Techniques for Mobile Applications

Title of dissertation: Computer Vision and Image Processing Techniques for Mobile Applications Xu Liu Doctor of Philosophy, 2008 Dissertation directed by: Professor Larry Davis Department of Computer Science Camera phones have penetrated every corner of society and have become a focal point for communications. In our research we extend the traditional use of such devices to help bridge the gap ...

متن کامل

Automatic Detection and Localization of Surface Cracks in Continuously Cast Hot Steel Slabs Using Digital Image Analysis Techniques

Quality inspection is an indispensable part of modern industrial manufacturing. Steel as a major industry requires constant surveillance and supervision through its various stages of production. Continuous casting is a critical step in the steel manufacturing process in which molten steel is solidified into a semi-finished product called slab. Once the slab is released from the casting unit, th...

متن کامل

High Performance Hardware Architecture of Linear Filters for Intelligent Video Processing

Image filtering is an essential process in the field of image processing, and linear image filters with large kernels are especially significant for computer vision or intelligent video processing. In this paper, a high performance hardware architecture of linear image filters, which is designed for embedded system in mobile devices, is proposed and analyzed. This linear filter hardware is capa...

متن کامل

ارزیابی یک سیستم بینایی ماشین از راه ‌اندازه‌گیری و تخمین شماری از ویژگی‌های فیزیکی پسته

In order to increase the role of machine vision in agricultural research in Iran, especially for measuring physical attributes of seeds, a machine vision system was developed using a computer, a capture card, a video camera and a light box. All equipment was purchased from domestic markets. Computer programs were developed for hardware setup and for image processing applications. The programs p...

متن کامل

ارزیابی یک سیستم بینایی ماشین از راه ‌اندازه‌گیری و تخمین شماری از ویژگی‌های فیزیکی پسته

In order to increase the role of machine vision in agricultural research in Iran, especially for measuring physical attributes of seeds, a machine vision system was developed using a computer, a capture card, a video camera and a light box. All equipment was purchased from domestic markets. Computer programs were developed for hardware setup and for image processing applications. The programs p...

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 2008