Resources

Datasets & Codes by EMIL

Freezing of Gait Detection Using Gramian Angular Fields and Federated Learning from Wearable Sensors

July 2025
The code and data information for FOGSense (EMBC'25)
paper Code Dataset

NutriGen: Personalized Meal Plan Generator Leveraging Large Language Models to Enhance Dietary and Nutritional Adherence

April 2025
Resources (code and dataset information) for NutriGen paper (EMBC'25)
paper Code Dataset

Domain-Informed Label Fusion Surpasses LLMs in Free-Living Activity Classification

April 2025
Code is available now for FUSE-MET (Dataset will be released later) (AAAI'25)
paper Code

Self-Supervised Learning and Opportunistic Inference for Continuous Monitoring of Freezing of Gait in Parkinson’s Diseases

October 2024
Under review in IEEE JBHI
paper Code Dataset

CAN-STRESS: A Real-World Multimodal Dataset for Understanding Cannabis Use, Stress, and Physiological Responses

March 2024
Dataset information for CANSTRESS paper, uploaded in arxiv
paper Dataset

GlySim: Modeling and Simulating Glycemic Response for Behavioral Lifestyle Interventions

May 2023
Resources (code and dataset information) for GlySim paper (BHI'23)
Code Dataset

ADARP: A Multi Modal Dataset for Stress and Alcohol Relapse Quantification in Real Life Setting

June 2022
ADARP dataset collected in real-life settings from individuals suffering from alcohol use disorder. This dataset constains qualitative (surveys) and quantitative (sensor values) for stress detection and monitoring.
paper Code Dataset

Forewarning Postprandial Hyperglycemia with Interpretations using Machine Learning

February 2022
The code and data information for DietNudge (BSN'22)
paper Code Dataset

Stressalyzer: Convolutional Neural Network Framework for Personalizaed Stress Classification

May 2021
The code for Stressalyzer framework for stress classification and personalization (EMBC'22)
paper Code

Inter-Beat Interval Estimation with Tiramisu Model: A Novel Approach with Reduced Error

August 2020
The code for Tiramisu IBI (ACM Health)
paper Code Dataset

Stable SGD algorithm for continual learning

August 2020
The code for Understanding the Role of Training Regimes in Continual Learning (NeurIPS'20)
paper Code

Adar: Adversarial Activity Recognition in Wearables

November 2019
The code for Adar : Adversarial Activity Recognition in Wearables
paper Code

Mindful Active Learning

June 2019
The software for Entropy-Memory Maximization Algorithm (EMMA)
paper Code

Teacher Assistant Knowledge Distillation

February 2019
The code for Teacher Assistant Knowledge Distillation
paper Code

Share-n-Learn: Synchronous Sensor Context Learning

November 2018
The software code for Share-n-Learn: Synchronous Sensor Context Learning
paper Code

LabelForest: Non-Parametric Semi-Supervised Learning

August 2018
The code and sample data for the LabelForest: Non-Parametric Semi-Supervised Learning
paper Code Dataset

CyclePro:
Platform-Independent Gait Cycle Detection

July 2018
The code and dataset for CyclePro: Platform-Independent Gait Cycle Detection
paper Code Dataset

Plug-n-Learn Dynamic:
Synchronous Dynamic View Learning

June 2017
The code and dataset for Plug-n-Learn
paper Code Dataset