Exploring and Characterizing Large Language Models For Embedded System Development and Debugging

no code implementations • 7 Jul 2023 • Zachary Englhardt, Richard Li, Dilini Nissanka, Zhihan Zhang, Girish Narayanswamy, Joseph Breda, Xin Liu, Shwetak Patel, Vikram Iyer

We leverage this finding to study how human programmers interact with these tools, and develop an human-AI based software engineering workflow for building embedded systems.

BigSmall: Efficient Multi-Task Learning for Disparate Spatial and Temporal Physiological Measurements

2 code implementations • 21 Mar 2023 • Girish Narayanswamy, Yujia Liu, Yuzhe Yang, Chengqian Ma, Xin Liu, Daniel McDuff, Shwetak Patel

As an example, perception occurs at different scales both spatially and temporally, suggesting that the extraction of salient visual information may be made more effective by paying attention to specific features at varying scales.

Multi-Task Learning

rPPG-Toolbox: Deep Remote PPG Toolbox

1 code implementation • NeurIPS 2023 • Xin Liu, Girish Narayanswamy, Akshay Paruchuri, XiaoYu Zhang, Jiankai Tang, Yuzhe Zhang, Soumyadip Sengupta, Shwetak Patel, Yuntao Wang, Daniel McDuff

Camera-based physiological measurement is a fast growing field of computer vision.

Benchmarking Data Augmentation