Accéder directement au contenu Accéder directement à la navigation
Article dans une revue

Fusion Fourier descriptors from the EM,

Abstract : The target recognition from Radar images was a crucial step in our research. This paper presents a process a nd an adopted approach f or Automatic Target recognition using Inverse Synthetic Aperture Radar (ISAR) image . Indeed, the process adopted is composed of three steps. In the first step , we achieve the edge detection using of three techniques : Fisher, K - means and Expectation - M aximization (E - M) . Each of these techniques is combined with Watersheds (WS) algorithm to obtain the closed target shape. In order to ensure that the shape descriptors must be accurate, compact and invariant to several geometrical transformations (tran slation, rotation, scal e, etc.), we have used Fourier Descriptor computed on each obtained shape. To achieve a classification task in the last step, several techniques can be used to perform recognition tasks. We have used the nearest - neighbor classifier to retrieve a nearest kn own target for each unknow n target in the test dataset. Finally, in order to validate our proposed approach a database of ISAR images reconstructed from anechoic chamber simulations will be used . The simulation results using Fisher, E - M and K - Means method s will be presented in the last section of this paper
Liste complète des métadonnées

https://hal.archives-ouvertes.fr/hal-00926818
Contributeur : Annick Billon-Coat <>
Soumis le : vendredi 10 janvier 2014 - 12:39:08
Dernière modification le : mercredi 24 juin 2020 - 16:19:23

Identifiants

  • HAL Id : hal-00926818, version 1

Citation

B. Belkhaoui, Abdelmalek Toumi, A. Khalfallah. Fusion Fourier descriptors from the EM,. International Journal of Computer and Information Technology, 2013, 2 (4). ⟨hal-00926818⟩

Partager

Métriques

Consultations de la notice

516