Product detail

Platform for Evaluation of Image Classifiers

HRADIŠ, M. BERAN, V. HEROUT, A. CHMELAŘ, P. JURÁNEK, R. ŠILHAVÁ, J. ZEMČÍK, P.

Product type

software

Abstract

During the work on the paper "Platform for Evaluation of Image Classifiers", we have created many software tools which together with some shell and awk scripts which form the classifier evaluation platform. There is some face data and the MNIST hand written digit database available. You can also create your own datasets using our tools. You can use the annotation program to annotate some regions in images and use dataset generator to create dataset from such annotations. The dataset generator resizes the annotated regions to specified size and can also add some random or fixed affine transformations and Gaussian noise. You can mannage the datasets with our merging and mixing tools. When the data is prepared, you can use our implementation of AdaBoost (odkaz) or any other algorithm to train classifiers and evaluate the results using evaluation scripts.

Keywords

Evaluation, classification, image processing, face database.

Create date

30. 11. 2007

Location

https://www.fit.vut.cz/research/product/42/

Possibilities of use

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Licence fee

Poskytovatel licence na výsledek nepožaduje licenční poplatek

www

https://www.fit.vut.cz/research/product/42/