Vehicle Detection in Aerial Imagery – Africa (Multi‑Class with Attributes)
Vehicle Detection in Aerial Imagery – Africa (Multi‑Class with Attributes) Region: Africa Imagery type: High‑resolution aerial images (low‑flying aircraft)Output: Bounding boxes with vehicle class and per‑object attributes Project Overview Nazru’s AIVehicle Detection in Aerial Imagery – Africa (Multi‑Class with Attributes)
Vehicle Detection in Satellite Imagery (Single‑Frame, High‑Resolution)
Vehicle Detection in Satellite Imagery – Large vs. Small nput: High‑resolution satellite imagery (e.g., 0.3–0.5 m/pixel)Output: Bounding boxes or points with class: large_vehicle or small_vehicleGoal: Separate vehicle detections into twoVehicle Detection in Satellite Imagery (Single‑Frame, High‑Resolution)
Vehicle Tracking Across Frame Sequences (Multi‑Class)
Vehicle Tracking Across Frame Sequences (Multi‑Class, with Occlusion, Invisibility, Truncation) Project type: Multi‑object tracking (MOT)Input: Sequential frames (video or image sequence) from a moving camera (drone)Output: Tracked trajectories with per‑frameVehicle Tracking Across Frame Sequences (Multi‑Class)
Paired Image & LiDAR Labeling for Germany (650 Pairs)
Paired Image & LiDAR Labeling for Germany (650 Pairs) Location: Germany (various urban and suburban)Data type: 650 paired samples – high‑resolution RGB images + LiDAR point cloudsOutput format: Output formatsPaired Image & LiDAR Labeling for Germany (650 Pairs)
Large‑Scale Road Boundary & Route Extraction from EV Camera (50,000 Images)
Large‑Scale Road Boundary & Route Extraction from EV Camera (50,000 Images) Project scale: 50,000 imagesCamera type: Forward‑facing dashboard camera on an electric vehicle (EV)Output format: Polyline (road boundaries and routeLarge‑Scale Road Boundary & Route Extraction from EV Camera (50,000 Images)
Thistle Weed Detection Using Bounding Boxes (Case Study)
Thistle Weed Detection Using Bounding Boxes (Case Study) Location: (agricultural land) Project Overview Nazru’s AI platform was deployed to automatically detect and localise thistle weeds in agricultural fields using standard boundingThistle Weed Detection Using Bounding Boxes (Case Study)
Vehicle Damage Detection from Gate Camera Imagery – Oriented Bounding Boxes (Case Study)
Vehicle Damage Detection from Gate Camera Imagery – Oriented Bounding Boxes (Case Study) Location: (Gate camera) Project Overview Nazru’s AI platform was deployed to automatically detect and localise vehicle damageVehicle Damage Detection from Gate Camera Imagery – Oriented Bounding Boxes (Case Study)