Tiehisung/cnn_attention_fingerprint_biometrics

Deep Learning-Based Fingerprint Biometric Verification for Secure E-Commerce in Ghana # Fingerprint Verification - PG6261524 This repository contains an implementation of a CNN + Attention based fingerprint verification system. ## Author - Student ID: PG6261524 - Department of Computer Science - Kwame Nkrumah University of Science and Technology (KNUST), Ghana ## Features - Fingerprint preprocessing (ROI extraction, normalization, enhancement) - Deep CNN with attention mechanism for embedding extraction - Matching with cosine similarity - Evaluation with ROC, FAR, FRR ## Usage 1. Install dependencies: ```bash pip install -r requirements.txt ``` 2. Train model: ```bash python train.py ``` 3. Evaluate model: ```bash python evaluate.py ``` 4. Run fingerprint matching: ```bash python match.py ```