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@@ -159,7 +159,17 @@ print(f"ONNX Prediction: {id2label[onnx_prediction]}")
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  - **Vertical or flipped images** should be processed with appropriate orientation adjustments.
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  ### Ethical Considerations
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- - Predictions should not replace expert human validation in critical conservation decisions.
 
 
 
 
 
 
 
 
 
 
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  #### Disclaimer
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  This repository is a scientific product and is not official communication of the National Oceanic and Atmospheric Administration, or the United States Department of Commerce. All NOAA project content is provided on an ‘as is’ basis and the user assumes responsibility for its use. Any claims against the Department of Commerce or Department of Commerce bureaus stemming from the use of this project will be governed by all applicable Federal law. Any reference to specific commercial products, processes, or services by service mark, trademark, manufacturer, or otherwise, does not constitute or imply their endorsement, recommendation or favoring by the Department of Commerce. The Department of Commerce seal and logo, or the seal and logo of a DOC bureau, shall not be used in any manner to imply endorsement of any commercial product or activity by DOC or the United States Government.
 
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  - **Vertical or flipped images** should be processed with appropriate orientation adjustments.
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  ### Ethical Considerations
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+ - Predictions should not replace expert human validation in critical conservation decisions.
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+
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+ ## Metadata / Citation
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+
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+ **Citation:**
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+ Pacific Islands Fisheries Science Center (2025). Ecosystem Sciences Division (ESD);
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+ **Related Metadata:**
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+ - [Benthic Cover Derived from Analysis of Benthic Images (2019)](https://www.fisheries.noaa.gov/inport/item/59195)
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+ - [NOAA ESD Coral Bleaching Classifier Annotations Data Dictionary](https://www.fisheries.noaa.gov/inport/item/68138)
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+ - [Developing a semi-automated CoralNet Bleaching Classifier: annotations and imagery from survey sites across the Hawaiian Archipelago between 2014 and 2019](https://www.fisheries.noaa.gov/inport/item/67962)
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  #### Disclaimer
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  This repository is a scientific product and is not official communication of the National Oceanic and Atmospheric Administration, or the United States Department of Commerce. All NOAA project content is provided on an ‘as is’ basis and the user assumes responsibility for its use. Any claims against the Department of Commerce or Department of Commerce bureaus stemming from the use of this project will be governed by all applicable Federal law. Any reference to specific commercial products, processes, or services by service mark, trademark, manufacturer, or otherwise, does not constitute or imply their endorsement, recommendation or favoring by the Department of Commerce. The Department of Commerce seal and logo, or the seal and logo of a DOC bureau, shall not be used in any manner to imply endorsement of any commercial product or activity by DOC or the United States Government.