Controllable Unsupervised Image Generation (PhD Research)
Published:
Unsupervised GAN architecture for content-style disentanglement enabling image style transfer, domain translation, and attribute manipulation — without label supervision.
Selected projects spanning driver monitoring systems, ADAS, smart factory vision, and generative modeling. More details will be added as work progresses.
Font Generation Research: Few-Shot, Family Synthesis & Skeletonization
Published:
GAN-based research on few-shot font generation, font family synthesis, and text image skeletonization — with publications in CVPR, Expert Systems with Applications, Knowledge-Based Systems, and IJDAR.
In-Cabin Monitoring System (ICMS) & ADAS
Published:
Real-time deep learning systems for driver and occupancy monitoring, seatbelt detection, drowsiness, and ADAS features deployed on edge hardware.
3D Sensing, Pseudo-LiDAR & Autonomous Systems
Published:
Multi-camera 3D perception, monocular depth-based pseudo-LiDAR, autonomous wheelchair prototype, and gesture-based human-robot interaction.
Smart Factory Vision & Edge AI Deployment
Published:
27-camera smart factory intrusion and defect detection system, road anomaly detection, gaze estimation, and model deployment on Jetson, TI, and Hailo hardware.
ATHENA Project: Impaired Driver Detection with Thermal Cameras
Published:
Postdoctoral research on drunk/impaired driver detection using thermal (LWIR) cameras, VLM-based evaluation pipelines, and open-vocabulary detection for driver monitoring.