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Making the badges have links to NPM and PYPI.
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README.md

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### [Project](https://redforestai.github.io/WebEyeTrack) | [Paper](https://arxiv.org/abs/2508.19544) | [Demo](https://azure-olympie-5.tiiny.site)
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![NPM Version](https://img.shields.io/npm/v/webeyetrack) ![PyPI - Version](https://img.shields.io/pypi/v/webeyetrack) ![GitHub License](https://img.shields.io/github/license/RedForestAI/webeyetrack)
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[![NPM Version](https://img.shields.io/npm/v/webeyetrack)](https://www.npmjs.com/package/webeyetrack) [![PyPI - Version](https://img.shields.io/pypi/v/webeyetrack)](https://pypi.org/project/webeyetrack/) [![GitHub License](https://img.shields.io/github/license/RedForestAI/webeyetrack)](#license)
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WebEyeTrack is a framework that uses a lightweight CNN-based neural network to predict the ``(x,y)`` gaze point on the screen. The framework provides both a Python and JavaScript/TypeScript (client-side) versions to support research/testing and deployment via TS/JS. It performs few-shot gaze estimation by collecting samples on-device to adapt the model to account for unseen persons.
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js/README.md

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### [Project](https://redforestai.github.io/WebEyeTrack) | [Paper](https://arxiv.org/abs/2508.19544) | [Demo](https://azure-olympie-5.tiiny.site)
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![NPM Version](https://img.shields.io/npm/v/webeyetrack) ![PyPI - Version](https://img.shields.io/pypi/v/webeyetrack) ![GitHub License](https://img.shields.io/github/license/RedForestAI/webeyetrack)
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[![NPM Version](https://img.shields.io/npm/v/webeyetrack)](https://www.npmjs.com/package/webeyetrack) [![PyPI - Version](https://img.shields.io/pypi/v/webeyetrack)](https://pypi.org/project/webeyetrack/) [![GitHub License](https://img.shields.io/github/license/RedForestAI/webeyetrack)](#license)
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The JS/TS implementation of WebEyeTrack uses a [Web Worker](https://developer.mozilla.org/en-US/docs/Web/API/Web_Workers_API/Using_web_workers) to offload the AI inference to an isolated worker thread, preventing the main UI thread to become unresponsive. Lastly, we made the ``webeyetrack`` independent of a UI framework such as React, Vue, or Angular.
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python/README.md

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### [Project](https://redforestai.github.io/WebEyeTrack) | [Paper](https://arxiv.org/abs/2508.19544) | [Demo](https://azure-olympie-5.tiiny.site)
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![NPM Version](https://img.shields.io/npm/v/webeyetrack) ![PyPI - Version](https://img.shields.io/pypi/v/webeyetrack) ![GitHub License](https://img.shields.io/github/license/RedForestAI/webeyetrack)
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[![NPM Version](https://img.shields.io/npm/v/webeyetrack)](https://www.npmjs.com/package/webeyetrack) [![PyPI - Version](https://img.shields.io/pypi/v/webeyetrack)](https://pypi.org/project/webeyetrack/) [![GitHub License](https://img.shields.io/github/license/RedForestAI/webeyetrack)](#license)
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As detailed in our paper, the Python version of WebEyeTrack performs the two-step training process: (1) autoencoder and (2) MAML. For first step of training aims to formulate a feature extractor for the gaze embedding that is gaze-aware and effective at translating to PoG estimation. In the second training step performs Model Agnostic Meta-Learning (MAML) to help transform the gaze estimation model into a meta-learner that is more capable of adapting to new unseen persons.
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