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A One-shot learning Siamese Neural Network to detect signature fraud

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Signature Verification

This is a custom-built siamese, one-shot learning network for signature verification

Set Up

  1. Ensure you have Keras 2.3+ and TensorFlow 2.0+

    • pip install keras
    • pip install tensorflow
  2. Download the clean dataset from here (Original dataset from here)

    • wget https://www.dropbox.com/s/mlzce0xen9sv5of/data.zip?dl=1
  3. Unzip the dataset

    • unzip data.zip?dl=1 -d data

How To Run

Navigate to correct directory and run python train.py

Customization

Paramater Location
Epochs train.py
Optimization Function train.py
Batch Size train.py
Hard Triplets train.py
Random Triplets train.py
Input Shape helper_functions.py
Network helper_functions.py (create_network)
Triplet Loss Alpha helper_functions.py (create_model)

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A One-shot learning Siamese Neural Network to detect signature fraud

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