Back to Programs

Security

Department of Biomedical Informatics, Emory University

Biomedical research to advance healthcare

dicomjavajavascriptpythoncolabshell

Participation history

5 GSoC years

2025

3 projects

Official year page

Securing Linux Storage with ACLs: Open-Source Web Management Interface for Enhanced Data Protection

Institutional departments, such as the Biomedical Informatics (BMI) Department of Emory University School of Medicine, manage vast amounts of data,...

Adaptive Closed-Loop Neuromodulation: An Agentic Framework Using Synthetic EEG Data

This project focused on developing ACUMEN (Active Cross-Entropy Method with Uncertainty-driven Neural ODEs), a data-efficient framework for system...

Leveraging Diffusion Models to Enhance Segmentation Models for GI Tract Disorder Evaluation

Acquiring neural fMRI and abdominal MRI data is inherently expensive and time-consuming, significantly limiting the volume of datasets available for...

2024

5 projects

Official year page

A Framework for Unsupervised Deep Clustering

Not only can clustering in itself be a useful task to solve, features learnt from deep clustering algorithms can also be used in downstream tasks...

A GUI of Foundational Model Toolbox for Image Segmentation

This proposal highlights some key points and expected results of the project. The project proposes developing an open-source Graphical User Interface...

Development of an Open-Source EEG Foundation Model

The project's core objective is to develop an open-source foundational model for EEG data analysis, using deep learning techniques and extensive...

Development of a Graphical User Interface for Time Series Toolbox Using Deep Learning

Time series data has wide application across numerous sectors including healthcare, finance, and environmental studies, offering profound insights...

Python Expansion of the Open Source Electrophysiological Toolbox

This project aims to enhance the Open Source Electrophysiological Toolbox (OSET) by expanding its Python capabilities. The goal is to create a...

2023

5 projects

Official year page

A Methodology To Categorize Exam Series

DICOM is the global standard for managing and exchanging medical images and data but lacks a consistent series-naming scheme. I will use machine...

Develop a drag-and-drop GUI for deep learning experimentation

The aim is to develop a desktop application (GUI) that allows users to run their Deep Learning experiments that is integrated with PyTorch library...

Developing Contribute Action

Concore is a lightweight framework for closed-loop peripheral neuromodulation control systems. Control-editor is a React-based frontend environment...

An Integrated CONTROL-CORE experience

At present, all the Concore methods such as build, debug, run etc. are executed from CLI by user and Concore-editor does not serve the functionality...

A real-time computing support for concore.

To achieve real-time execution in Concore, one approach is to optimize the existing codebase. However, implementing the system with straightforward...

2022

8 projects

Official year page

A server environment for the concore framework

This program incorporates server-based deployment workflow files to the server in a secure manner. It allows composing the workflows, aware of the...

Better representations of scanner utilization from DICOM metadata

Niffler enables computing scanner utilization using real-time DICOM metadata extraction. Niffler acquires images from the PACS in real-time...

MRIQC- Automated analysis of weekly MRI Quality Control Images for ACR Accreditation

The aim of this project is to automatically detect the key features of MRI phantom images and use those features to determine the state of the...

Adopt DHGWorkflow for concore with a seamless integration

Concore is a framework for closed-Loop peripheral neuromodulation control systems. The CONTROL-CORE protocol, known as concore, allows modular...

A Python based tool for viewing and basic analysis of files with NumPy format

The project is an open-source Python package for loading, analysis, and visualization of electrophysiological data. The package will enable users to...

Interactive Multidimensional Visualizations for Eaglescope

Eaglescaope is a framework for creating interactive visualizations and selection dashboards without coding. This project aims to expand upon the...

Workflow module for Niffler framework

Niffler provides various modules to handle different DICOM related tasks. Some of the modules are to be executed sequentially by the user to get the...

Extending the Graphical User Interface for OpenAI Gym

This proposal aims to extend VisualRLComposer, a GUI for OpenAI Gym. The project will be extended by adding: multi environment experimentation which...

2021

6 projects

Official year page

CovCT: Development of an AI-based Android Application for distinguishing COVID-19 and Pneumonia using Computed Tomography Images and generate reports for analysis

Development of an AI-based Android Application for distinguishing COVID-19 and Pneumonia using Computed Tomography Images.The project aims at...

A Frontend For Loopsim Framework To Model Workflows With Closed Loops

LoopSim framework aims to facilitate workflows with loops i.e workflows without specific start and end services. LoopSim requires an interface to...

A frontend for Niffler DICOM framework for machine learning pipelines and processing workflows

This project aims to develop a potential frontend for Niffler. Niffler is currently a command-line tool where the user has to download it in their...

Graphical User Interface for OpenAI Gym

The project is aiming to develop a GUI for the simulations of reinforcement learning so that users, particularly, the researchers can be able to test...

Tensorflow GUI

Tensorflow GUI will help everyone from beginners to professionals in their day to day work. People who are new to the field of deep learning can use...

A Testing Framework for Niffler DICOM frameworks for Continuous Integration

This Project aims to develop unit and integration tests for the Niffler modules and implement automated testing using Continuous Integration. The...