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Towards a Standardised Testsuite to Assess Fingerprint Matching Robustness: The StirMark Toolkit - Cross-Feature Type Comparisons

机译:建立标准化测试套件以评估指纹匹配的鲁棒性:StirMark工具包-跨功能类型比较

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We propose to establish a standardised tool in fingerprint recognition robustness assessment, which is able to simulate a wide class of acquisition conditions, applicable to any given dataset and also of potential interest in forensic analysis. As an example, StirMark image manipulations (as being developed in the context of watermarking robustness assessment) are applied to fingerprint data to generate test data for robustness evaluations, thereby interpreting certain image manipulations as being highly related to realistic fingerprint acquisition conditions. Experimental results involving three types of fingerprint features and matching schemes (i.e. correlation-based, ridge feature-based, and minutiae-based) applied to FVC2004 data underline the need for standardised testing and a corresponding simulation toolset.
机译:我们建议在指纹识别鲁棒性评估中建立一个标准化的工具,该工具能够模拟广泛的采集条件,适用于任何给定的数据集,并且也可能在法医分析中引起关注。例如,将StirMark图像处理(在水印鲁棒性评估的背景下开发)应用于指纹数据,以生成用于鲁棒性评估的测试数据,从而将某些图像处理解释为与现实的指纹采集条件高度相关。应用于FVC2004数据的涉及三种类型的指纹特征和匹配方案(即基于相关,基于脊特征和基于细节)的实验结果强调了对标准化测试和相应的仿真工具集的需求。

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