HTML dashboard demo projects
Final-year project topics built with HTML dashboard demo — working builds, abstracts and honest quotation pricing.
Fire and Smoke Detection from CCTV using CNN
This project fine-tunes YOLOv8 on the D-Fire dataset (~21,500 images with fire and smoke bounding boxes) to detect fire and s...
Parking Lot Occupancy Detection using Computer Vision
This project trains a CNN bay-classifier on the PKLot dataset (12,417 lot images, ~696,000 segmented parking spaces) to mark...
Retail Shelf Out-of-Stock Detection using Computer Vision
This project trains a YOLOv8 product detector on SKU-110K (~1.7M annotated shelf boxes) and adds an out-of-stock gap-analysis...
Two-Wheeler Helmet Detection from Traffic CCTV using YOLO
This project fine-tunes YOLOv8 on a ~12,000-image helmet dataset to detect two-wheeler riders in traffic CCTV and classify ea...
Vehicle Speed Estimation from Traffic Camera using Computer Vision
This project estimates per-vehicle speed from a single traffic camera with no radar or road sensors: YOLOv8 detects vehicles,...