Smart Legwear for Exercise Categorization
Timeline
January 2025 - May 2025 (Research ongoing)
Contributions
Built ML pipeline from scratch. Ran user tests on prototype. Collected data and performed EDA
Important Note
SeamLegs is an ongoing research. SeamLegs is adapted from SeamFit: Towards Practical Smart Clothing for Automatic Exercise Logging for lower leg exercises.
Project Snapshot
SeamLegs is smart pants woven with eight capacitive-thread sensors that identify 12 lower-body exercises. Multiple classifiers were tested with our best model reaching 89% accuracy on 150 annotated trials, proving that textile sensing can rival bulkier wearables while remaining comfortable.
Approach
System Design
motivation
hardware
Machine Learning
EDA
data pre-processing
feature engineering
models
Next Steps
research in progress
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