Protection method and protection device for finger vein characteristic cancelable template
A technology of feature templates and finger veins, which is applied in the protection of finger vein cancelable feature templates and protection devices for finger vein cancelable feature templates, can solve the problems of inability to guarantee recognition security, poor recognition performance, and high recognition performance. Improve revocation/reusability and diversity, improve recognition rate, and improve recognition performance
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Embodiment 1
[0077] see figure 1 as well as figure 2 , this embodiment provides a protection method for a finger vein feature template that can be canceled, which is implemented by feature extraction, generation of a cancelable template, matching and identification, and can improve the performance and security of the finger vein feature template. Wherein, the protection method of the finger vein deletable feature template in this embodiment includes the following three steps (steps (1)-(3)).
[0078] (1) Feature extraction is performed on the finger vein image of the finger vein sample. Wherein, the finger vein samples are test samples or training samples. In this embodiment, the size of the ROI of the finger vein cropped from the original image is 96*150. Wherein, the feature extraction method includes the following steps (steps (1.1)-(1.3)).
[0079] (1.1) Map the difference of each neighborhood in the finger vein image according to the direction angle to obtain the difference excit...
Embodiment 2
[0136] This embodiment provides a method for protecting a finger vein cancelable feature template, which is evaluated experimentally on the basis of Embodiment 1. In order to verify that the identification performance of the protection method is more effective and that the cancelable template is more strictly irreversible, this embodiment is described in four aspects: identification performance, diversity, revocation / reusability, and irreversibility.
[0137] (1) Recognition performance
[0138] The security of the finger vein can cancel the template, and it cannot be sacrificed at the expense of the recognition rate and the equal error rate. Validation performance is divided into good and poor cases. A good situation is that the same user generates a token through a random bit generator from the same seed during the registration phase and the verification phase. There are different tokens for different users and different applications. In the worst case, all users have the...
Embodiment 3
[0155] This embodiment provides a protection device for a finger vein deletable feature template, which adopts the protection method for a finger vein deletable feature template in embodiment 1 or embodiment 2. Wherein, the protection device of the finger vein cancelable feature template in this embodiment includes a feature extraction module, a cancelable template generation module and a matching recognition unit.
[0156] The feature extraction module is used for feature extraction of the finger vein image of the finger vein sample. Wherein, the finger vein sample is a test sample or a training sample, and the feature extraction module includes a differential excitation unit, a dual variable curvature filter unit, and a feature extraction unit. The differential excitation unit is used to map the difference of each neighborhood in the finger vein image according to the direction angle to obtain the differential excitation map. The double variable curvature filter unit is use...
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