Pattern Recognition with Rejection - Archive ouverte HAL Access content directly
Conference Papers Year : 2016

Pattern Recognition with Rejection

(1, 2) , (2) , (2) , (2)
1
2

Abstract

The motivation of our study is to provide algorithmic appro-aches to distinguish proper patterns, from garbage and erroneous patterns in a pattern recognition problem. The design assumption is to provide methods based on proper patterns only. In this way the approach that we propose is truly versatile and it can be adapted to any pattern recognition problem in an uncertain environment, where garbage patterns may appear. The proposed attempt to recognition with rejection combines known classifiers with geometric methods used for separating native patterns from foreign ones. Empirical verification has been conducted on datasets of handwritten digits classification (native patterns) and handwritten letters of Latin alphabet (foreign patterns).
Fichier principal
Vignette du fichier
419526_1_En_52_Chapter.pdf (354.47 Ko) Télécharger le fichier
Origin : Files produced by the author(s)
Loading...

Dates and versions

hal-01637507 , version 1 (17-11-2017)

Licence

Attribution - CC BY 4.0

Identifiers

Cite

Wladyslaw Homenda, Agnieszka Jastrzebska, Piotr Waszkiewicz, Anna Zawadzka. Pattern Recognition with Rejection. 15th IFIP International Conference on Computer Information Systems and Industrial Management (CISIM), Sep 2016, Vilnius, Lithuania. pp.589-602, ⟨10.1007/978-3-319-45378-1_52⟩. ⟨hal-01637507⟩
48 View
144 Download

Altmetric

Share

Gmail Facebook Twitter LinkedIn More