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A comprehensive project showcasing object detection using TensorFlow and seamless integration with Flutter. TensorFlow Vision provides a powerful solution for building and deploying object detection models, while leveraging the capabilities of Flutter.
snakeku/TensorFlow-Vision-Object-Detection-and-Flutter-Integration
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A personal project showcasing object detection using TensorFlow and integration with Flutter. TensorFlow Vision provides a powerful solution for building and deploying object detection models, while leveraging the capabilities of Flutter to implement it on mobile devices.
Object detection is a fundamental task in computer vision, enabling machines to identify and locate objects within an image or video. This project explores the application of TensorFlow, a popular deep learning framework, for object detection tasks. By leveraging TensorFlow Lite and TensorFlow Custom Model Maker, this project demonstrates how to build and deploy object detection models efficiently.
- Train custom object detection models using TensorFlow Custom Model Maker
- Convert trained models to TensorFlow Lite format for deployment on mobile devices
- Perform real-time object detection on videos
TensorFlow Lite: a lightweight solution for deploying machine learning models on mobile and IoT devices.
TensorFlow Custom Model Maker: a library that simplifies the process of training a custom machine learning model for image classification or object detection.
Python: a popular programming language widely used for data science and machine learning applications.
Annotation Tool: a tool used for annotating images to create datasets for training machine learning models.
Flutter: a mobile app SDK for building high-performance, high-fidelity, apps for iOS and Android.
Here are some screenshots of the Flutter application with real-time object detection:

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A comprehensive project showcasing object detection using TensorFlow and seamless integration with Flutter. TensorFlow Vision provides a powerful solution for building and deploying object detection models, while leveraging the capabilities of Flutter.
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