A Multi-Omics Deep Learning Framework for Decoding Cerebral Cortex Localization
Sculpt is an open source project focused on advanced multi-omics modeling to elucidate neuronal architecture. This project combines cutting-edge techniques in 3D interneuron/neuron image modeling, leveraging work from NIH and the University of Maryland.
- Instance segmentation for detailed neuron analysis
- Frame-by-frame image modeling
- 3D neuron prediction from multiomics data
- SEM visualization integration
Feel free to use any of the code in this repository. However, we kindly request that you cite this GitHub Project when doing so.
The project utilizes instance segmentation along with frame-by-frame image modeling to create predicted 3D neurons from multiomics data and SEM visualization.
This project was developed in part through collaboration with Google Research and Harvard University, focusing on 3D interneuron/neuron image modeling.
This is an open source project, and all code and push updates will be posted on this project repository. Contributions are welcome!
Additional contributors and references will be cited in future updates to this README.
Email: talluri.ganeshsai@gmail.com or ashwinrokss@gmail.com
Note: This README is a living document and will be updated as the project evolves.