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Table 3 Overview of challenges during the preprocessing of finger images and proposed approaches

From: An overview of touchless 2D fingerprint recognition

Challenge

Authors

Year

Approach

Finger segmentation

Wang et al. [44]

2017

Hand color estimation in YCbCr

Rotated pitched principal orientation estimation

Zaghetto et al. [45]

2015

Artificial neural network

Low contrast

Wang et al. [46]

2016

CLAHE and extensions

Distance to sensor, rigde-line frequency

Carney et al. [33]

2017

Frequency map, sensor-finger distance approximation

Core/principle singular point detection

Labati et al. [47]

2010

Poincaré-based ridge orientation analysis

Deformation correction

Lin et al. [48]

2018

Robust thin plate splines, deformation correction model