The Importance of Cross Database Evaluation in Sound Classification - Archive ouverte HAL Accéder directement au contenu
Communication Dans Un Congrès Année : 2003

The Importance of Cross Database Evaluation in Sound Classification

Résumé

In numerous articles (Martin and Kim, 1998; Fraser and Fujinaga, 1999; and many others) sound classification algorithms are evaluated using "self classification" - the learning and test groups are randomly selected out of the same sound database. We will show that "self classification" is not necessarily a good statistic for the ability of a classification algorithm to learn, generalize or classify well. We introduce the alternative "Minus-1 DB" evaluation method and demonstrate that it does not have the shortcomings of "self classification".
Fichier principal
Vignette du fichier
index.pdf (126.17 Ko) Télécharger le fichier
Origine : Fichiers éditeurs autorisés sur une archive ouverte
Loading...

Dates et versions

hal-01161128 , version 1 (08-06-2015)

Identifiants

  • HAL Id : hal-01161128 , version 1

Citer

Arie Livshin, Xavier Rodex. The Importance of Cross Database Evaluation in Sound Classification. ISMIR 2003, Oct 2003, Baltimore, United States. pp.1-1. ⟨hal-01161128⟩
206 Consultations
107 Téléchargements

Partager

Gmail Facebook X LinkedIn More