Fully differentiable and biologically plausible simulation of prosthetic vision.
Project description
About the project
A fully differentiable and biologically plausible simulation of cortical prosthetic vision, which can be used for end-to-end optimization.
Installation
pip install dynaphos
Getting Started
- Download the default configuration file (config/params.yaml) from our repository and adjust according to needs.
- Run the
test
suite. - See the
examples
directory for simple use cases.
Citation
van der Grinten, M. L., de Ruyter van Steveninck, J., Lozano, A., Pijnacker, L., Rueckauer, B., Roelfsema, P., van Gerven, M., van Wezel, R., Güçlü, U., & Güçlütürk, Y. (2022). Biologically plausible phosphene simulation for the differentiable optimization of visual cortical prostheses. [bioRxiv] https://doi.org/10.1101/2022.12.23.521749
Experiments
For the end-to-end optimization experiments in our BioRxiv publication see this repository. All other code that was used for the other experiments in our publication can me made available on request.
Contact
Feel free to submit an issue, we're happy to help.
Project details
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