MirrorMatch: Research & Results

Using computer vision (HAAR cascade detection & bar tracking), MirrorMatch automatically counts repetitions, measures range of motion, phase (lifting/lowering) durations and velocities, delivering immediate feedback to help beginners improve form and reduce injury risk. We demonstrated MirrorMatch as a scalable, low-cost alternative to wearable sensors for accessible exercise monitoring.