Fingerprints Multi-Attribute Classifier CNN (SocoFing)

This project focus on predict IDs, Gender, Hand, Finger base on fingerprints image. This model i train about 50 epoch reach at 83% accuracy at validation data

Installations

requirements

python 3.11.7
torch, torchvision
Pillow
tensorboard
streamlit

installtions with pip

you only run this command to dependence installation i hope you installed cuda toolkit if your device have GPU

pip install -r requirements.txt

Output

this here is input image with infomation of object

.

Predict

ID: 0 corresponding ID 1

Reference

https://pytorch.org/docs/stable/index.html https://www.kaggle.com/code/muhammadhamzamaher/unified-multi-attribute-classifier-cnn-socofing