React ML Kit

React ML Kit is a collection of React hooks that allow you to easily integrate AI functionalities using machine learning models directly in the browser. These hooks are designed to be user-friendly and efficient, providing developers with an easy way to add AI capabilities to their applications without extensive knowledge in machine learning.

Installation

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npm install react-ml-kit

Hooks

useImageClassifier

This hook is used for classifying images using pre-trained models. It currently supports TensorFlow.js models MobileNet and COCO-SSD.

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import { useImageClassifier } from "react-ml-kit";

Usage

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const { loading, data } = useImageClassifier({ onPredictions, images, model: "mobilenet"| "coco-ssd", });

useFaceDetection

This hook is used for detecting faces in a video stream. It utilizes the MediaPipe Face Detection model from TensorFlow.js.

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import { useFaceDetection } from "react-ml-kit";

Usage

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const faces = useFaceDetection(videoRef, options);

Use Cases

1. Object recognition in images: Easily identify objects within images and provide relevant information or actions based on the detected objects.
2. Face detection and tracking in video streams: Implement real-time face tracking for video chat applications, AR filters, or facial expression analysis.
3. Image classification for content moderation: Automatically filter out inappropriate images in user-generated content.
4. Accessibility: Describe images for visually impaired users by identifying objects and their positions within the images.
5. AI-based search: Enhance search functionality within an application by allowing users to search for specific objects or features within images.