DeepLearning_ImageClassification_TensorFlow

Image Classification - Asp.Net core Web/service Sample

ML.NET version	API type	Status	App Type	Data type	Scenario	ML Task	Algorithms
v1.1.0	Dynamic API	up-to-date	Console app	Images and text labels	Images classification	TensorFlow model	DeepLearning model

Problem

The problem is how to run/score a TensorFlow model in a web app/service while using in-memory images.

Solution:

The model (model.pb) is trained using TensorFlow as disscussed in the blogpost Run with ML.NET C# code a TensorFlow model exported from Azure Cognitive Services Custom Vision.

see the below architecture that shows how to run/score TensorFlow model in ASP.NET Core Razor web app/service

The difference between getting started sample and this end-to-end sample is that the images are loaded from file in getting started sample where as the images are loaded from in-memory in this end-to-end sample.

Note: this sample is trained using Custom images and it predicts the only specific images that are in TestImages Folder.