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Abrar-Mustakim/COTS-Detection-using-Efficient-Det-D1-in-TFOD-2.0-using-Tensorflow-great-brief-barrier-reef-dataset

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COTS-Detection-using-Efficient-Det-D1-in-TFOD-2.0-using-Tensorflow-great-brief-barrier-reef-dataset

This project is still work on progress

I had tried this project on EfficientDet D1 in TFOD 2.0 api. I had followed many notebooks, discussion, and blogs. I had used almost 7 types of Bounding box augmentation here. The notebooks I had followed for this:

  1. https://www.kaggle.com/code/khanhlvg/cots-detection-w-tensorflow-object-detection-api
    2)https://www.kaggle.com/code/ravishah1/cots-faster-rcnn-training-w-tf-2-0-od-api-0-474/notebook

  2. https://www.kaggle.com/code/datastrophy/cots-tfod2-api-setup-faster-rcnn

  3. https://www.kaggle.com/code/khanhlvg/inference-using-efficientdet-d0-model-tensorflow

  4. https://www.kaggle.com/code/andradaolteanu/greatbarrierreef-full-guide-to-bboxaugmentation

Discussion helped me lot

  1. https://www.kaggle.com/competitions/tensorflow-great-barrier-reef/discussion/296976

Blog I followed:

  1. https://tensorflow-object-detection-api-tutorial.readthedocs.io/en/latest/

  2. https://stackoverflow.com/questions/44906317/what-are-possible-values-for-data-augmentation-options-in-the-tensorflow-object

I had already download the dataset to my google drive and mount the drive here

Output:

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