agjayant / CNN-Numpy

CNN Implementation from scratch using only numpy, Training and Testing Support Available

LeNet-5 for Digit Classification(mnist)

Assignment 3 for CS698: Topics in Computer Vision Using Only Numpy and Scipy

Data Setup

cd data/ && python make2D.py 

Configuration

All the config(network, training, logging) parameters: config.py

Training

cd src/ && python train.py

Source Files

src/convnet.py

Contains the Structure of LeNet-5 along with forward pass, backward pass

src/fwd.py

Forward Pass Functions

src/back.py

Backward Pass Functions

src/activations.py

Activation Functions

src/train.py

Driver Training Script

Supporting scripts in scripts/

Models are saved in models/

Logs are saved in logs/