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Deploying the deep learning model to my project doesn't work

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07-03-2022 09:47 PM
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芝麟劉
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Hello! I follow all the steps of the lesson: Classify mangroves using deep learning(Sandeep Kumar, 2021), which is the deep learning lesson of Indian mangroves(https://learn.arcgis.com/en/projects/classify-mangroves-using-deep-learning/#). And I finish all the steps of the lesson. However, when I want to apply the same operation to the mangroves of my country - Taiwan(R.O.C), it fails. I complete the “Train a deep learning model” of my own samples of Taipei in 2017. But it fails to execute the major step: Classify Pixels Using Deep Learning, which I want to classify the location of mangroves in 2022. I finish the steps of Classify Pixels Using Deep Learning, but the result appears nothing. There is no any mangroves location dectected in 2022. It just a void shape file of 2022. And I try again and again, it still fails. I use the ArcGIS Pro 2.93. And I change the satellite imagery of Landsat 8 to Sentinel 2. By the way, when I finish the step of Train the model, the result show me this: NoData mangrove precision 0.95944 1.000000 recall 1.00000 0.019291 f1 0.97930 0.037852 Could someone help me?

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