Ashutosh Pandey; Siddharth Pandey; Akash Sanghi. YOLOv8- Driven Object Detection Framework for Real-Time Vehicles and Pedestrian Monitoring in Adverse Conditions. IJCISIM 2026, 18, 718-734.