Mobile & WebMobile prototype

Smart Camera

A Flutter camera application combining on-device detection, visual guidance and a local capture flow.

Explore the build
Discipline
Mobile & Web
Build
Mobile prototype
Core stack
Flutter / Dart
Write-up
Project notes

The problem behind the build

Live camera inference can compete with rendering and make a phone interface feel unresponsive.

How the pieces fit together

The camera screen gates inference, prevents overlapping analysis and moves image conversion into a background isolate. Detection, guidance and capture storage are separate services.

Inside the implementation

Camera preview and TensorFlow Lite object detection

Guidance overlays and image capture

Gallery, history and learning interfaces

The stack behind this project

FlutterDartTensorFlow Lite

Project scope

A mobile prototype; detection capability is not presented as a guaranteed accuracy or safety system.

Planning a similar system?

Tell us what needs to work, who will use it and where the current process gets stuck.