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Fruit Inspector Demo
Fruit Inspector Demo is a desktop software application that grades moving fruit on a conveyor belt using a control zone.
Fruit Inspector Demo is a software application designed for conveyor belt fruit inspection. It grades fruit strictly within a fixed control zone rather than anywhere in the camera frame. The pipeline combines YOLOX detection, ROI refinement, feature extraction via a DLL, and LightGBM classification to output good or bad verdicts. It tracks objects and maintains stable IDs on the line. The system runs on Windows and uses ONNX Runtime with CPU, OpenVINO, or CUDA execution providers. The archive includes executables, models, libraries, and a LAN client.
Fruit Inspector Demo at a glance
Key features
- Conveyor belt fruit inspection
- Control zone grading
- Object detection and tracking
- Stable ID assignment
- YOLOX and LightGBM pipeline
- Feature extraction
- LAN client signal transmission
- Configurable settings file
Use it for
- Grading apples on a moving conveyor belt
- Testing computer vision models on a desk bench
- Sending inspection verdicts over a local network
Alternatives to Fruit Inspector Demo
- Supervision — It offers a unified Detections object and extensive dataset converters.
- Ooosplat — Runs entirely on local hardware without uploading files to cloud services.