Image Classification Android App with TensorFlow Lite for Beginner

TensorFlow Lite

TensorFlow Lite is a set of tools that enables on-device machine learning by helping developers run their models on mobile, embedded, and IoT devices.

  • Multiple platform support, covering Android and iOS devices, embedded Linux, and microcontrollers.
  • Multiple language support, which includes Java, Swift, Objective-C, C++, and Python.
  • High performance, with hardware acceleration and model optimization.

Add TensorFlow Lite to the Android app.

Step 1: Head over to android studio & Create a new android project.

Processing image and showing result

following are the simple steps to implement the bird classification model.

Prepare layout for Your app

This layout contains following views,

  • Image view, for displaying our captured bird photo.
  • Button, for launching the camera to take the photo.
  • Text view, to display output result.

Complete MainActivity.Kt

Final Result:

Watch the full video on youtube:



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Golap Gunjan Barman

Golap Gunjan Barman


Hi everyone, myself Golap an Android app developer with UI/UX designer.