At Ahmedabad University, I worked as a Summer Research Intern under Prof
At Ahmedabad University, I worked as a Summer Research Intern under Prof. Maryam Kaveshgar on pedestrian-AV interaction research. I annotated and analyzed over 500 hours of urban crossing footage using CORPIS software, applying both textual and visual labelling techniques to pedestrian behaviour datasets. This labeled data supported model training and validation for culturally responsive Human-Machine Interfaces (HMIs) in autonomous vehicles, and I used it to investigate joint attention cues and crossing decision patterns among Indian pedestrians to inform adaptive HMI design.