Industrial defect detection
Automated Quality Assurance for manufacturing.
Example: Surface anomaly detection. Detecting ringworm on leather and micro-fractures in materials using semantic segmentation to flag defects invisible to the casual eye.
Medical & microscopy analysis
PhD in physics/biophysics: research to production.
Example: Cell motility & collision. I process noisy time-lapse microscopy data to track biological behavior, handling low-SNR environments where standard tools fail.
Object tracking & dynamics
Persistent tracking for complex environments.
Example: Crowd & traffic dynamics. I use physics-based prediction (Kalman filters) to maintain unique object IDs through heavy occlusion, ensuring reliable trajectory data where standard detection fails.
Object detection & OCR
Universal identification capabilities.
From custom object detection (inventory, retail, logistics) to OCR extraction. I build models that turn visual chaos into structured business data, detecting "anything" and reading "everything" with high precision.