SNN-NMNIST-Object-Recognition

An object recognition model for NMNIST larger video frame.

Installation

Use the package manager conda to install this project.

conda install --file environment.yml

Usage

If you want to generate dataset examples you can run

$ python3 main.py --img-dim 128 --resize-max 58

If you want to train a model you can run

$ python3 train.py --img-dim 128 --input-layer 10080 --no-resize --threshold 0.5 --lr 0.002 --dataset-aug 2.0 --batch-size 256 --random-noise --epochs 20

If you want to visualize model prediction you can run

$ python3 test.py --img-dim 128 --resize-max 58 

Contributing

Pull requests are welcome. For major changes, please open an issue first to discuss what you would like to change.

Please make sure to update tests as appropriate.