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TensorFlow Lite on Android
We can start using the demo app provided in the TensorFlow GitHub repository. This is a camera application that classifies images continuously using either a floating point Inception-v3 model or a quantized MobileNet model. Try this using Android Version 5.0 or preceding.
The demo app can be found at: https://github.com/tensorflow/tensorflow/tree/master/tensorflow/contrib/lite/java/demo/app.
This application performs real-time classification of frames. It displays the top most-probable classification categories. It also displays the time taken to detect the object.
There are three ways to get the demo app on your device:
- You can download the APK binary, which is pre-built
- You can build on Android Studio and run the application
- You can use Bazel to download the source code of TensorFlow Lite, and run the app through the command line