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On-Device AI in Flutter 2026: TensorFlow Lite Tutorial (Image Classifier App) 🤖

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Vision AI ~ TechWithSam

Vision AI — Flutter demo app from TechWithSam YouTube tutorial

If you've ever wanted AI in your Flutter app without Gemini API costs, this is it.

Watch the full tutorial here: https://youtu.be/QqZ7ndRR6qg

Read the article here: https://techwithsam.medium.com/on-device-ai-in-flutter-2026-tensorflow-lite-tutorial-image-classifier-app-f5160cd23fc2

Screenshot:

  • App screenshot (saved at assets/screenshot.png):

App screenshot

Quick Start

  • Install dependencies:

    • Run flutter pub get
  • Run on a connected device or simulator:

    • flutter run

Project notes

  • Model files are in the models/ folder (for example: mobilenet_v1.tflite, labels.txt).
  • UI code is under lib/ and platform integration is provided for Android and iOS in their respective folders.

Add the screenshot

Place the tutorial screenshot file at assets/screenshot.png (the repository references this path in the README). If the binary image was not added automatically, copy the provided screenshot into assets/screenshot.png so it appears above.

Resources


If you want, I can also add the actual assets/screenshot.png file to the repo now (if you want me to write the binary image into the workspace). Would you like me to add the image file and commit the changes?

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On-Device AI in Flutter 2026: TensorFlow Lite Tutorial (Image Classifier App) 🤖

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