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Random Ferns for Keypoint Recognition, Image Matching and Tracking - Implementation and Experiments

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F10%3A00175524" target="_blank" >RIV/68407700:21230/10:00175524 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Random Ferns for Keypoint Recognition, Image Matching and Tracking - Implementation and Experiments

  • Original language description

    We have implemented a ferns-based classifier in MATLAB and applied it in image matching, object detection and tracking applications. We improve recognition performance, especially for scale changes. Additional modifications should help to overcome Harriscorner detector inaccuracy and improve RANSAC homography estimation. We performed experiments with various real-world images and we show that our classifier is able to handle significant perspective changes.

  • Czech name

  • Czech description

Classification

  • Type

    O - Miscellaneous

  • CEP classification

    JD - Use of computers, robotics and its application

  • OECD FORD branch

Result continuities

  • Project

    Result was created during the realization of more than one project. More information in the Projects tab.

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>R - Projekt Ramcoveho programu EK

Others

  • Publication year

    2010

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů