Projects and Publications

Projects

Road Mishap Prevention Using Driver State Detection                                                    Aug 2023 – Nov 2023

• Integrated OpenCV, NLP-based virtual assistants and a KPI dashboard in Power BI to create a real-time driver monitoring system, analyzing temporal driver behavior and showcasing expertise in edge computing and automated alerts. 
• Obtained 95% accuracy in daylight circumstances through predictive analytics.

Improving Road Safety Through Advanced Traffic Sign Classification Techniques      Sep 2023 – Dec 2023

• Collaborated and developed a PyTorch - based CNN model for traffic sign recognition using the German Traffic Sign Dataset, optimizing hyperparameters to balance precision (95%) and convergence speed.
• Reduced data gaps by 30% through automating the classification process.

Publications

Road Mishap Prevention Using Driver State Detection                                                                         Jun 2024

International Conference on Intelligent Computing and Big Data Analytics 2024 (ICICBDA-2024)

Improving Road Safety Through Advanced Traffic Sign Classification Techniques                               Aug 2024

International Journal of Innovative Research in Computer and Communication Engineering (IJIRCCE)