Automotive & Smart City
Edge deployments for plant mobility and urban analytics.
Custom YOLOv8 models deployed on city CCTV edge nodes for automatic number plate recognition (ANPR), cross-referenced in real time against a blacklist database to flag wanted or stolen vehicles.
Vision AI monitoring for safety compliance within the Perodua Smart Mobility Plant, ensuring operational boundaries and machine interaction safety protocols are followed.
Oil & Gas / HSE
High-precision monitoring and LLM verification layers.
Deployed at Petronas Research to monitor lab cleanliness. Standard CV pipelines often flag light reflections as spills. I integrated an LLM reasoning layer (Qwen/LLaMA) to verify context and slash false positives.
Object detection and segmentation models (YOLO, PyTorch) customized for HSE and PPE compliance monitoring to ensure site safety standards are strictly met.
Infrastructure
Drone telematics and remote inspections.
Dashcam and drone-based road operations deployed in Malaysia, Singapore, and Japan. Utilizes object segmentation to precisely map pothole surface areas and structural cracks.
Wide-area aerial security patrols utilizing PyTorch detection pipelines. Designed to identify unauthorized access or structural anomalies from high-altitude moving camera feeds.