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Make sure the input tensor names match. You can open your TensorFlow model with a tool like Netron (https://github.com/lutzroeder/Netron), also coming in Visual Studio when you install "VS Tools for AI" to explore the TensorFlow model.
In the sample DeepLearning_ImageClassification_TensorFlow I try to create my own model folowing this:
https://www.tensorflow.org/hub/tutorials/image_retraining
But when I execute the sample I get:
EXCEPTION
#########
Input column 'input' does not exist in the model
Parameter name: inputs
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