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Objection_detection

  1. Built a real-time multi-object detection system based on a pre-trained Fast R-CNN model.
  2. Annotated a custom image dataset using ImageLabel, exporting annotations in Pascal VOC .xml format.
  3. Developed preprocessing scripts to convert labeled data into Fast R-CNN-compatible input, and fine-tuned the model on the custom dataset.
  4. Integrated OpenCV for real-time video stream capture and detection visualization using bounding boxes.
  5. Demonstrated end-to-end workflow including dataset creation, transfer learning, model deployment, and real-time inference.

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