visual-feedback

Research prototype for webcam-based interocular ratio tracking and visual feedback for strabismus self-awareness.

Real-time desktop application built with Python & PySide6 that monitors sitting posture using webcam feed and MediaPipe pose estimation, triggering visual alerts to prevent slouching.

An EMG-controlled interface for BCI calibration with a gamification mode powered via Brainflow

Local-first review canvas for turning visual feedback into AI-readable fix JSON.

HRI: Confirmation Methods for Deictic Gestures explores how different robot confirmation strategies—visual, verbal, body movement, or none—impact user experience during object retrieval tasks with the Baxter robot. Developed using ROS for an experimental HRI study on likability, animacy, and trust.

Self-improving agent refining HTML design via visual feedback.

Restoring native mouse control for AI agents by decoupling button states from cursor movement. Enabling persistent drag, visual feedback, and single-hold slider challenges.