Package detailsv0.17.1

google_mlkit_object_detection

A Flutter plugin to use Google's ML Kit Object Detection and Tracking to detect and track objects in an image or live camera feed.

AndroidiOS

pub.dev API documentation Source code

30-day downloads: 15.3K
Likes: 92
Pub points: 150

Install package

flutter pub add google_mlkit_object_detection

Package Overview

Package selection guidance compiled from public package information, community data, and project usage.

A Flutter plugin that leverages Google's ML Kit to detect and track objects in images or real-time camera feeds. It enables developers to identify common objects with high accuracy using on-device machine learning, minimizing latency and preserving user privacy. The plugin supports both static image analysis and continuous video stream processing, making it ideal for applications requiring real-time object recognition. Built for Android and iOS, it integrates seamlessly into Flutter apps with minimal setup.

Use cases

Real-time object detection in camera feeds
Image-based object recognition
Augmented reality applications
Smart photo tagging
Interactive gaming with object tracking

Key features

On-device inference
Real-time tracking
Support for multiple object types
Low-latency performance
Easy integration with Flutter

Suitable for

Mobile apps needing object detection
Developers building AR experiences
Apps requiring privacy-preserving AI
Educational tools with visual recognition
Retail and inventory management apps

Considerations

Requires device with sufficient processing power
Limited to predefined object categories
May consume significant battery during continuous use
Accuracy depends on image quality and lighting conditions

Original README

Original README snapshot from the linked source repository. Visit the repository for the latest content.

Google's ML Kit for Flutter

Google's ML Kit for Flutter is a set of Flutter plugins that enable Flutter apps to use Google's standalone ML Kit.

Features

Vision APIs

Feature	Plugin	Android	iOS
Barcode Scanning	google_mlkit_barcode_scanning	✅	✅
Face Detection	google_mlkit_face_detection	✅	✅
Face Mesh Detection (Beta)	google_mlkit_face_mesh_detection	✅	❌
Text Recognition v2	google_mlkit_text_recognition	✅	✅
Image Labeling	google_mlkit_image_labeling	✅	✅
Object Detection and Tracking	google_mlkit_object_detection	✅	✅
Digital Ink Recognition	google_mlkit_digital_ink_recognition	✅	✅
Pose Detection (Beta)	google_mlkit_pose_detection	✅	✅
Selfie Segmentation (Beta)	google_mlkit_selfie_segmentation	✅	✅
Subject Segmentation (Beta)	google_mlkit_subject_segmentation	✅	❌
Document Scanner	google_mlkit_document_scanner	✅	❌

Natural Language APIs

Feature	Plugin	Android	iOS
Language Identification	google_mlkit_language_id	✅	✅
On-Device Translation	google_mlkit_translation	✅	✅
Smart Reply	google_mlkit_smart_reply	✅	✅
Entity Extraction (Beta)	google_mlkit_entity_extraction	✅	✅

GenAI APIs

⚠️ Important: GenAI APIs are built on top of AICore and will not support all Android devices. These APIs require devices with AICore support. Please check device compatibility before using these features in production.

⚠️ Production Disclaimer: Using GenAI plugins in production is the responsibility of the developers consuming the plugins, not the authors. The authors provide these plugins as-is and are not responsible for any issues, failures, or compatibility problems that may arise from using these plugins in production environments.

Feature	Plugin	Android	iOS
Summarization (Beta)	google_mlkit_genai_summarization	✅	❌
Proofreading (Beta)	google_mlkit_genai_proofreading	✅	❌
Rewriting (Beta)	google_mlkit_genai_rewriting	✅	❌
Image Description (Beta)	google_mlkit_genai_image_description	✅	❌
Speech Recognition (Alpha)	google_mlkit_genai_speech_recognition	✅	❌
Prompt (Beta)	google_mlkit_genai_prompt	✅	❌

PLEASE READ THIS before continuing or posting a new issue:

Google's ML Kit was build only for mobile platforms: iOS and Android apps. Web or any other platform is not supported, you can request support for those platform to Google in their repo.
This plugin is not sponsored or maintained by Google. The authors are developers excited about Machine Learning that wanted to expose Google's native APIs to Flutter.
Google's ML Kit APIs are only developed natively for iOS and Android. This plugin uses Flutter Platform Channels as explained here.

Messages are passed between the client (the app/plugin) and host (platform) using platform channels as illustrated in this diagram:

Messages and responses are passed asynchronously, to ensure the user interface remains responsive. To read more about platform channels go here.

Because this plugin uses platform channels, no Machine Learning processing is done in Flutter/Dart, all the calls are passed to the native platform using MethodChannel in Android and FlutterMethodChannel in iOS, and executed using Google's native APIs. Think of this plugin as a bridge between your app and Google's native ML Kit APIs. This plugin only passes the call to the native API and the processing is done by Google's API. It is important that you understand this concept when it comes to debugging errors for your ML model and/or app.
Since the plugin uses platform channels, you may encounter issues with the native API. Before submitting a new issue, identify the source of the issue. You can run both iOS and/or Android native example apps by Google and make sure that the issue is not reproducible with their native examples. If you can reproduce the issue in their apps then report the issue to Google. The authors do not have access to the source code of their native APIs, so you need to report the issue to them. If you find that their example apps are okay and still you have an issue using this plugin, then look at our closed and open issues. If you cannot find anything that can help you then report the issue and provide enough details. Be patient, someone from the community will eventually help you.

Migrating from ML Kit for Firebase to the new standalone ML Kit SDK

When Migrating from ML Kit for Firebase to the new standalone ML Kit SDK read this guide.

For Android details read this.

For iOS details read this.

Example app

Find the example app here.

Consuming image streams on Android

Until https://github.com/flutter/flutter/issues/145961 is resolved, the most recent version of the camera package doesn't support the required image formats. To make things work, manually add the legacy plugin via the instructions from https://pub.dev/packages/camera_android.

Contributing

Contributions are welcome. In case of any problems look at existing issues, if you cannot find anything related to your problem then open an issue. Create an issue before opening a pull request for non trivial fixes. In case of trivial fixes open a pull request directly.