Levels of Representation in a Deep Learning Model of Categorization

Preprint

Levels of Representation in a Deep Learning Model of Categorization Olivia Guest, Bradley C. Love bioRxiv 626374; doi: https://doi.org/10.1101/626374

Data

Please download all data and merge into the same directory structure from the OSF repo: https://osf.io/jxavn/.

Experiments

Cardiogram Images Experiment

Run scripts from this directory, e.g.:

python cardiogram_experiment/exemplar_model.py colour colour

For more information, see README.md in directory cardiogram_experiment.

2D Shapes Experiment (Circles and Squares)

Run scripts from this directory, e.g.:

python shapes_experiment/exemplar_model_circle_square_bounding_box.py

For more information, see README.md in directory shapes_experiment.

Shape Bias (CogDev Stimuli) Experiment

Run scripts from this directory, e.g.:

python cog_dev_experiment/exemplar_model.py

For more information, see README.md in directory cog_dev_experiment.

Gabor Patches Experiment

Run scripts from this directory, e.g.:

python gabor_experiment/pca.py

For more information, see README.md in directory gabor_experiment.