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43 lines
2.6 KiB
Markdown
43 lines
2.6 KiB
Markdown
[English](README.md) | 简体中文
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# 前端AI应用
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人工智能技术的快速发展带动了计算机视觉、自然语言处理领域的产业升级。另外，随着PC和移动设备上算力的稳步增强、模型压缩技术迭代更新以及各种创新需求的不断催生，在浏览器中部署AI模型实现前端智能已经具备了良好的基础条件。
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针对前端部署AI深度学习模型困难的问题，百度开源了Paddle.js前端深度学习模型部署框架，可以很容易的将深度学习模型部署到前端项目中。
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## Paddle.js简介
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[Paddle.js](https://github.com/PaddlePaddle/Paddle.js)是百度`PaddlePaddle`的web方向子项目，是一个运行在浏览器中的开源深度学习框架。`Paddle.js`可以加载`PaddlePaddle`动转静的模型，经过`Paddle.js`的模型转换工具`paddlejs-converter`转换成浏览器友好的模型，易于在线推理预测使用。`Paddle.js`支持`WebGL/WebGPU/WebAssembly`的浏览器中运行，也可以在百度小程序和微信小程序环境下运行。
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简言之，利用Paddle.js，我们可以在浏览器、小程序等前端应用场景上线AI功能，包括但不限于目标检测，图像分割，OCR，物品分类等AI能力。
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## Web Demo使用
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在浏览器中直接运行官方demo参考[文档](./WebDemo.md)
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|demo名称|web demo目录|可视化|
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|目标检测|[ScrewDetection、FaceDetection](./web_demo/src/pages/cv/detection/)| <img src="https://user-images.githubusercontent.com/26592129/196874536-b7fa2c0a-d71f-4271-8c40-f9088bfad3c9.png" height="200px">|
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|人像分割背景替换|[HumanSeg](./web_demo/src/pages/cv/segmentation/HumanSeg)|<img src="https://user-images.githubusercontent.com/26592129/196874452-4ef2e770-fbb3-4a35-954b-f871716d6669.png" height="200px">|
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|物体识别|[GestureRecognition、ItemIdentification](./web_demo/src/pages/cv/recognition/)|<img src="https://user-images.githubusercontent.com/26592129/196874416-454e6bb0-4ebd-4b51-a88a-8c40614290ae.png" height="200px">|
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|OCR|[TextDetection、TextRecognition](./web_demo/src/pages/cv/ocr/)|<img src="https://user-images.githubusercontent.com/26592129/196874354-1b5eecb0-f273-403c-aa6c-4463bf6d78db.png" height="200px">|
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## 微信小程序Demo使用
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在微信小程序运行官方demo参考[文档](./mini_program/README.md)
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|名称|目录|
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|OCR文本检测| [ocrdetecXcx](./mini_program/ocrdetectXcx/) |
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|OCR文本识别| [ocrXcx](./mini_program/ocrXcx/) |
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|目标检测| coming soon |
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|图像分割| coming soon |
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|物品分类| coming soon |
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## Contributor
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感谢飞桨开发者专家(PPDE) 陈千鹤(github: [chenqianhe](https://github.com/chenqianhe))贡献的Web demo, 小程序。
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