JinZhuXing / Fingerprint_TF

Deep Learning fingerprint recognition using Tensorflow2.

Fingerprint_TF

Deep Learning fingerprint recognition using Tensorflow2.

Image Information

Fingerprint image size is 160x160(500DPI).

Environment

Python : 3.7

Tensorflow : >= 2.0

Reference

https://github.com/kairess/fingerprint_recognition

Sample Dataset

You can get sample dataset from here.

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Fingerprint Dataset for FVC2000_DB4_B in BaiduYun, Password: xeqp

Fingerprint Dataset for FVC2000_DB4_B in Google Drive

Fingerprint Dataset for FVC2000_DB4_B in Kaggle

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This dataset was created from FVC2000_DB4_B.

Pretrained Model

Release Date	Model Version	Training Dataset	Image Information	Validation accuracy	URL
2020-02-21	v0.1	17,859 Images (343 Fingers)	160 x 160 (500DPI)	0.9702	model.7z
2020-04-13	v0.2_Beta1	5,800 Images (203 Fingers)	160 x 160 (500DPI)	0.9748	model_0_2_b1.7z

Preprocess

Before you train model, you must do preprocess.

Preprocess can generate numpy data from original image.

Please see dataset/README.md file.

Train

You can train your model using source/02_train source.

Model Structure

Evaluation

You can evaluate your model using source/03_evaluation source.

Donate

Please donate fingerprint image dataset for research purpose.

Thanks.