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<!DOCTYPE html>
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<title>FaceX</title>
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FACEX
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<p>
A Dataset Containing Hand-Drawing Sketches
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<p>iDV<sup>x</sup> Lab</p>
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d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6zm-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3zm44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9zM244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8zM97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1zm-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7zm32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1zm-11.4-14.7c-1.6 1-1.6 3.6 0 5.9 1.6 2.3 4.3 3.3 5.6 2.3 1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2z">
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Download FaceX Dataset</a>
<a class="btn btn-primary btn-cta m-xs" href="https://idvxlab.com/papers/2019AAAI_Sketcher_Cao.pdf" target="_blank"><i class="fas fa-file-pdf"></i> Download AI-Sketcher Paper</a>
<a class="btn btn-primary btn-cta m-xs" href="https://idvxlab.com/papers/2020CHI_EmoG_Shi.pdf" target="_blank"><i class="fas fa-file-pdf"></i> Download EmoG Paper</a>
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<h2 class="title">Welcome to <strong>FaceX</strong></h2>
<div class="intro">
<!-- <img class="img-fluid img-center img-teaser" src="assets/images/ai-sketcher.png" alt="ai-sketcher" >
<p class="text-justify">
Generating the emotional facial expressions based on the Conditional Sketch-RNN , <strong>AI-Sketcher</strong> (Influence LayerOnly), <strong>AI-Sketcher</strong> (Autoencoder Only), and <strong>AI-Sketcher</strong> (the complete version).
</p>
<br/> -->
<!-- 总起 -->
<p class="text-justify">
Sketch drawings play an important role in assisting humans in communication and creative design since ancient period.
This situation has motivated the development of artificial intelligence (AI) techniques for automatically generating sketches based on user input.
Sketch-RNN was developed for this purpose and known as a state-of-the-art technique. However, it suffers from limitations, including the generation of lowquality results and its incapability to support multi-class generations.
To address these issues, we constructed a stroke-based sketch dataset, <strong>FaceX</strong>. We introduced <strong>AI-Sketcher</strong>, a deep generative model for generating high-quality multiclass sketches.
Meanwhile, we present <strong>EmoG</strong>, an interactive system that generates sketches of characters with emotional expressions based on input strokes from the user.
</p>
<!-- FaceX部分 -->
<img class="img-fluid img-center img-teaser" src="assets/images/FaceX.png" alt="FaceX" >
<br />
<p class="text-justify">
<strong>FaceX</strong> dataset contains over 5 million labeled facial sketches categorized by genders (male, female), viewing angles (frontal, mid-profile left view), and emotions (neutral, happy, sad, angry, fearful, surprised, disgusted).
In total, the designers drew 2,205 pairs of eyebrows, 2,016 pairs of eyes, 1,806 noses, and 2,058 mouths that satisfy aesthetic criteria. We combined these hand-drawn facial features into different faces and placed these facial features according to the divine proportion of the human head.
</p>
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<br />
<p class="text-justify">
<strong>AI-Sketcher</strong> consists of three components: (1) A conditional vector is used to ensure a high quality generation of sketches from multiple categories.
(2) A influence layer is introduced to estimate how the previous strokes will influence on the next stroke.
(3) A CNN-based autoencoder is employed to capture the spatial information of a training set.
</p>
<!-- Emog部分 -->
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<br />
<p class="text-justify" style="margin-bottom: 0px !important;">
<strong>EmoG</strong> is a data-driven design support tool that facilitates sketch ing Emotional expressions for storyboarding using a deep learning-based expression Generation approach.
As a user draws a neutral face of an intended character, <strong>EmoG</strong> can sug gest potential character designs based on input strokes from the user and generate new sketches of the character with six basic expressions.
The system also allows the user to interac tively specify the type and intensity of expression, the gender of the character, and viewing angle.
</p>
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<h2 class="title" style="margin-top: -40px">Get Started</h2>
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<h3 class="title">Demo</h3>
<p class="intro">A Demo Example for Facial Sketch Autodraw</p>
<a class="link" href="https://ai-sketcher.idvxlab.com:7000/"><span></span></a>
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<h3 class="title">Dataset</h3>
<p class="intro">A Dataset Containing Hand-Drawing Sketches</p>
<a class="link" href="https://drive.google.com/drive/folders/1MCMjO8ipPPsXCt92WZlCsuDZ0GkTDEjf"><span></span></a>
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<p><strong>Vega-lite-linter</strong> was developed by Fuling Sun, Xinyue Xu, Zui Chen, Prof. Qing Chen, and Prof. Nan Cao from the <a class="reference external" href="https://idvxlab.com/" target="_blank">iDV<sup>x</sup> Lab</a>.</p>
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<h2 class="title">Citation</h2>
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<!-- <p class="text-justify">Citation is given to the following publication:</p> -->
<ul style="text-align: justify!important;">
<li>Yang Shi, Nan Cao, Xiaojuan Ma, Siji Chen and Pei Liu. 2020. EmoG: Supporting the Sketching of Emotional Expressions for Storyboarding. In <i>Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems.</i> 393:1-393:12. </li>
<li>Nan Cao, Xin Yan, Yang Shi, Chaoran Chen. 2019. AI-Sketcher: A Deep Generative Model for Generating High Quality Sketches. In <i>Proceedings of the AAAI Conference on Artificial Intelligence.</i> 2564–2571. </li>
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