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FaceAUG: A Cross-Platform Application for Real-Time Face Augmentation in Web Browser

机译:PaceAug:Web浏览器中实时面部增强的跨平台应用程序

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This paper presents FaceAUG, a cross-platform application for real-time face augmentation in a web browser. Human faces are detected and tracked in real-time from the video stream of the embedded or separated webcam of the user device. Then, the application overlays different 2D or 3D augmented reality (AR) filters and effects over the region of the detected face(s) to achieve a mixed virtual and AR effect. A 2D effect can be a photo frame or a 2D face mask using an image from the local repository. A 3D effect is a 3D face model with a colored material, an image texture, or a video texture. The application uses TensorFlow.js to load the pre-trained Face Mesh model for predicting the regions and landmarks of the faces that appear in the video stream. Three.js is used to create the face geometries and render them using the material and texture selected by the user. FaceAUG can be used on any device, as long as an internal or external camera and a state-of-the-art web browser are accessible on the device. The application is implemented using front-end techniques and is therefore functional without any server-side supports at back-end. Experimental results on different platforms verified the effectiveness of the proposed approach.
机译:本文呈现了PaceAug,是Web浏览器中实时面部增强的跨平台应用程序。从用户设备的嵌入或分离的网络摄像机的视频流实时检测和跟踪人面。然后,应用程序覆盖不同的2D或3D增强现实(AR)滤波器并在检测到的面部区域上效果以实现混合的虚拟和AR效果。使用来自本地存储库的图像,2D效果可以是相框或2D面掩模。 3D效果是具有彩色材料,图像纹理或视频纹理的3D面部模型。应用程序使用TensorFlow.js加载预先培训的面部网格模型,以预测视频流中出现的面部的区域和地标。三个.js用于创建面几何形状,并使用用户选择的材料和纹理渲染它们。可以在任何设备上使用,只要内部或外部相机和最先进的Web浏览器即可在设备上访问。应用程序使用前端技术实现,因此在后端的任何服务器端支持的情况下都是功能的。不同平台上的实验结果验证了所提出的方法的有效性。

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