
Infrastructure displacement monitoring
A computer vision system for structural health monitoring that tracks marker pose and measures displacement against controlled reference motion.
Project archive / 08 case studies
Start with structural measurement and crack inspection, followed by visual localization and selected applied work.
Featured projects
Structural measurement and crack-inspection projects lead, followed by visual localization.

A computer vision system for structural health monitoring that tracks marker pose and measures displacement against controlled reference motion.

A shared ResNet-101 encoder learns a 128-dimensional embedding for deciding whether two images show the same crack pattern.

Computer vision for crack detection and segmentation in civil infrastructure, using a YOLOv8 workflow and UAV-acquired imagery.

An open, calibrated underwater sequence with measured ground truth and a benchmark-oriented monocular visual-odometry pipeline.

Monocular visual and visual-inertial localization studies that propagate feature, camera, attitude, and altitude uncertainty into UAV position estimates.
Full archive
3 additional projects across applied and environmental vision.
Applied Vision
02
A four-class segmentation prototype converts orchard imagery into a visible soil corridor and image-space guidance signal for an amphibious rover.

Instance masks, aligned depth, and camera calibration are combined to estimate projected crab dimensions in millimeters.
Environmental Sensing
01
A GRU model turns 16-step marine observations into a one-step-ahead significant-wave-height estimate for digital-twin prototypes.