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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Get the Medium app

A button that says 'Download on the App Store', and if clicked it will lead you to the iOS App store
A button that says 'Get it on, Google Play', and if clicked it will lead you to the Google Play store
Golap Gunjan Barman

Golap Gunjan Barman

258 Followers

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