Image Quality Assessment on Identity Documents

Yanez, Claudio; Tapia, Juan; Bromme, A; Busch, C; Damer, N; Dantcheva, A; GomezBarrero, M; Raja, K; Rathgeb, C; Sequeira, AF; Uhl, A

Abstract

This paper developed a method for performing Image Quality Assessment (IQA) on ID-card images. First, we built the dataset, consisting of 204 images from Chilean ID cards, containing real and tampered images with varying quality levels. Then, we evaluated different features, obtaining the best results using the BRISQUE features and a newly trained SVR, with an R-2 score of 0.5868. This proposed method is called BRISQUE-ID. The IQA on ID cards can be used as a pre-processing stage for discarding lousy quality images and helping the subsequent steps in the processing pipeline.

Más información

Título según WOS: Image Quality Assessment on Identity Documents
Título de la Revista: PROCEEDINGS OF THE 20TH INTERNATIONAL CONFERENCE OF THE BIOMETRICS SPECIAL INTEREST GROUP (BIOSIG 2021)
Volumen: 315
Editorial: IEEE
Fecha de publicación: 2021
DOI:

10.1109/BIOSIG52210.2021.9548294

Notas: ISI