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@@ -62,24 +62,6 @@ results = model.train(data='data/cots_yolo_dataset/cots_yolo_dataset.yaml', epoc
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  Example of inference without downloading everything : [notebook link](https://gitlab.com/robotics2ai/cots_detection_project/-/blob/main/yolo_predict_and_display.ipynb?ref_type=heads)
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- # 🤗 Example of use with finetuned yolo11m
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- Demo on Hugging Face Spaces:
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- [![Hugging Face Spaces](https://img.shields.io/badge/🤗%20Hugging%20Face-Spaces-blue)](https://huggingface.co/spaces/eloise54/cots_detection_project)
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- Gitlab repository containing full training pipeline:
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- * original [CSIRO COTS and COTS Scars Dataset](https://data.csiro.au/collection/csiro:64235) download
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- * modifications done to make this current dataset
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- * yolov11m finetuning
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- * gradio app and inference using this current dataset
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- [![GitLab Repo](https://img.shields.io/badge/GitLab-Repository-orange?logo=gitlab)](https://gitlab.com/robotics2ai/cots_detection_project)
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  # 🔧 Modifications
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  Here is the list of the modification made on the original [CSIRO COTS and COTS Scars Dataset](https://data.csiro.au/collection/csiro:64235):
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  ```
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  Example of inference without downloading everything : [notebook link](https://gitlab.com/robotics2ai/cots_detection_project/-/blob/main/yolo_predict_and_display.ipynb?ref_type=heads)
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  # 🔧 Modifications
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  Here is the list of the modification made on the original [CSIRO COTS and COTS Scars Dataset](https://data.csiro.au/collection/csiro:64235):
 
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  ```
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+ # 🤗 Example of use with finetuned yolo11m
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+ Demo on Hugging Face Spaces:
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+ [![Hugging Face Spaces](https://img.shields.io/badge/🤗%20Hugging%20Face-Spaces-blue)](https://huggingface.co/spaces/eloise54/cots_detection_project)
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+ Gitlab repository containing full training pipeline:
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+ * original [CSIRO COTS and COTS Scars Dataset](https://data.csiro.au/collection/csiro:64235) download
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+ * modifications done to make this current dataset
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+ * yolov11m finetuning
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+ * gradio app and inference using this current dataset
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+ [![GitLab Repo](https://img.shields.io/badge/GitLab-Repository-orange?logo=gitlab)](https://gitlab.com/robotics2ai/cots_detection_project)
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