Welcome to The Computer Vision Digest
Search
Home · Topics · Downloads · Your Account · Forums · Top 10
 
 


 
 
Modules

  • Home
  • AutoTheme
  • AvantGo
  • Recommend Us
  • Search
  • Stories Archive
  • Surveys
  • Topics
  • Web Links
  • Your Account
  •  
     

     
     
    Who's Online

    There are currently, 18 guest(s) and 0 member(s) that are online.

    You are Anonymous user. You can register for free by clicking here
     
     

     
     
    Languages

    Select Interface Language:

     
     

     
      EURASIP JASP Special Issue on Machine Learning in Image Processing
    Posted on Tuesday, May 15 @ 04:35:51 BST by schestowitz

    Machine Learning Anonymous writes "EURASIP JASP Special Issue on Machine Learning in Image Processing

    URL : http://www.hindawi.com/journals/asp/si/mlip.html

    Call for papers

    Images have always played an important role in human life since vision probably is human beings' most important sense. As a consequence, the field of image processing has numerous applications (medical, military, etc.). Nowadays and more than ever, images are everywhere and it is very easy for everyone to generate a huge amount of images thanks to the advances in digital technologies. With such a profusion of images, traditional image processing techniques have to cope with more complex problems and have to face with their adaptability according to human vision. Vision being complex, machine learning has emerged as a key component of intelligent computer vision programs when adaptation is needed (e.g., face recognition) . Among the existing methods, one can quote neural networks, hidden Markov models, kernel based methods, and so forth. However, this mainly concerns the computer vision field, the learning of which emulates high-level vision processes (e.g., visual information categorization or interpretation). But one can also incorporate learning in image processing to emulate low-level vision processes. We can quote edge detection, noise filtering, adaptive compression, and so on, as such potential issues. With the advent of image datasets and benchmarks, machine learning and image processing have recently received a lot of attention. An innovative integration of machine learning in image processing is very likely to have a great benefit to the field, which will contribute to a better understanding of complex images. The number of image processing algorithms that incorporate some learning components is expected to increase, as adaptation is needed. However, an increase in adaptation is often linked to an increase in complexity and one has to efficiently control any machine learning technique to properly adapt it to image processing problems. Indeed, processing huge amounts of images means being able to process huge quantities of data often of high dimensions, which is problematic for most machine learning techniques. Therefore, an interaction with the image data and with image priors is necessary to drive model selection strategies.

    The primary purpose of this special issue is to increase the awareness of image processing researchers to the impact of machine learning algorithms in low-level tasks. Papers submitted to this special issue have to carefully address the problem of model selection (features selection, parameter or hyperparameters estimation) for the machine learning technique under consideration.

    This special issue aims at providing original and high-quality submissions related, but not limited, to one or more of the following topics:

    * Machine learning in image filtering
    * Machine learning in image restoration
    * Machine learning in edge detection
    * Machine learning in image feature extraction
    * Machine learning in image segmentation
    * Machine learning in image compression
    * Machine learning driven by imaging applications.

    Moreover, since image databases created for benchmarking or for training are crucial for progress in both machine learning and image processing fields, the evaluation of the submitted papers will take that aspect into account (accessibility, quality, reproducibility) and the performance evaluation has to be carefully adressed.

    Authors should follow the EURASIP Journal on Advances in Signal Processing manuscript format described at the journal site http://www.hindawi.com/journals/asp/. Prospective authors should submit an electronic copy of their complete manuscript through the journal Manuscript Tracking System at http://www.hindawi.com/mts/ according to the following timetable:

    Manuscript Due September 1, 2007
    First Round of Reviews December 1, 2007
    Publication Date March 1, 2008

    Guest Editors:

    Olivier Lezoray, Vision and Image Analysis (VAI) Team,Cherbourg Applied Sciences University Laboratory (LUSAC), 120 Rue de l'Exode, 50000 Saint-Lô, France

    Christophe Charrier, Vision and Image Analysis (VAI) Team, Cherbourg Applied Sciences University Laboratory (LUSAC), 120 Rue de l'Exode, 50000 Saint-Lô, France

    Hubert Cardot, Pattern Recognition and Image Analysis Team, Computer Science Laboratory (LI), Université François Rabelais de Tours, 64 avenue Jean Portalis, 37200 Tours, France

    Sébastien Lefèvre, Models Images Vision (MIV) Team, Image Sciences, Computer Sciences and Remote Sensing Laboratory (LSIIT), CNRS and Louis Pasteur University (Strasbourg), Pôle API, Bd. Brant, BP 10413, 67412 Illkirch, France"

     
     

     
     
    "EURASIP JASP Special Issue on Machine Learning in Image Processing" | Login/Create an Account | 0 comments
    The comments are owned by the poster. We aren't responsible for their content.
     
     


     
     
    No Comments Allowed for Anonymous, please register
     
     

     
     
    Survey

    What area of research/practice are you primarily associated with?

    Pattern Recognition
    Image Analysis
    Modelling
    Geometry
    Computer Vision
    Other



    Results | Polls
     
     

     
     
    Login

    Nickname

    Password

    Don't have an account yet? You can create one. As a registered user you have some advantages like theme manager, comments configuration and post comments with your name.
     
     

     
     
    Old Articles

    Friday, August 03
    · Face Recognition-based Authenitcation in UH
    · CVIU Special Issue/Discrete Optimization in CV
    Monday, July 16
    · Image Search Named Immature by German Police
    Sunday, June 24
    · An Interview with Dan J. Bernstein
    Saturday, June 09
    · Face Recognition Technology Comes to Australia's ePassports
    Friday, June 08
    · Call for Papers: IJPRAI Special Issue on Facial Image Processing and Analysis
    Thursday, May 31
    · Face Recognition Matures, Leaving People Behind
    Wednesday, May 23
    · Off Topic: Computer Vision Syndrome
    Tuesday, May 15
    · EURASIP JASP Special Issue on Machine Learning in Image Processing
    Wednesday, May 02
    · Lip Reading from CCTV
    Wednesday, April 25
    · Recognise Object Classes -- The Economist
    Wednesday, April 18
    · Automated Face Recognition at the Airport
    Wednesday, April 04
    · Labeling Images Automatically: New Method
    Friday, March 30
    · Image Warping Used to Visually Express One's Emotions Electronically
    Thursday, March 29
    · Applying Medical Imaging Methods to Anslysis of Cosmic Objects
    Friday, March 23
    · Site News: Editors/Contributers Wanted
    · Essex University Working on a Driverless Car
    Saturday, February 17
    · Bionic Vision in the New Scientist
    Monday, February 12
    · Mimicking the Brain's Perception of the Scene
    Saturday, February 03
    · Fingerprint Technology Still Facing Resistance
    Friday, January 19
    · Morphable Models - Illustrative Video
    Sunday, January 14
    · psd magazine enters the US Market
    · IJPRAI Special Issue on Facial Image Processing and Analysis
    Tuesday, December 26
    · Computer Vision and George Orwell
    Wednesday, December 20
    · Web-based Search for Similar Photos of the Face
    Monday, December 18
    · Emotion Recognition for User Response/Interaction
    Thursday, December 07
    · Biometrics Come to London
    Thursday, November 23
    · Electronic Fingerprinting Tested by British Police
    Sunday, November 19
    · Next-generation Plasma Screens for Human-Computer Interaction (Video)
    · Police in Massachusetts to Adopt Face Recognition

    Older Articles
     
     

     
     
    Information


    Powered by PHP-Nuke

    Valid HTML 4.01!

    Valid CSS!

     
     


     
     
    All logos and trademarks in this site are property of schestowitz.com. The comments are property of their posters; all the rest © 2002 PHP-Nuke. Syndicate this site.



    PHP-Nuke Copyright © 2005 by Francisco Burzi. This is free software, and you may redistribute it under the GPL. PHP-Nuke comes with absolutely no warranty, for details, see the license.
    Page Generation: 1.20 Seconds