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Industrial Robot Detection

Complete YOLOv8-based robot and industrial equipment detection system. Trained on 979 annotated images with YOLO-format labels for detecting industrial equipment including lathes, drill presses, and collaborative robots (cobots).

Includes full ML pipeline from Roboflow dataset download to training, evaluation, and real-time webcam inference.

Key Features
  • YOLOv8 custom-trained detection model
  • 979-image annotated dataset (train/val/test splits)
  • Detects Lathe, Drillpress, and Robotcobot classes
  • Multiple model sizes (nano to xlarge)
  • Real-time webcam detection support
  • Roboflow dataset integration
  • Comprehensive training monitoring with confusion matrices
  • Configurable confidence and IoU thresholds
Detection Results
Detection predictions
Detection predictions
Confusion matrix
Project Details
CategoryIndustrial
Technologies
Python PyTorch Ultralytics YOLOv8 Roboflow OpenCV CUDA
StatusCompleted
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