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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="description" content="Mobile ALOHA: 使用低成本全身遥操作学习双臂移动操作">
<meta name="keywords" content="Robotics, Mobile Manipulation, Bimanual Manipulation">
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>Mobile ALOHA斯坦福官方网站</title>
<link href="https://fonts.googleapis.com/css?family=Google+Sans|Noto+Sans|Castoro"
rel="stylesheet">
<link rel="stylesheet" href="./static/css/bulma.min.css">
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<link rel="icon" href="./favicon.ico">
<meta property="og:site_name" content="Mobile ALOHA: 使用低成本全身遥操作学习双臂移动操作" />
<meta property="og:type" content="video.other" />
<meta property="og:title" content="Mobile ALOHA: 使用低成本全身遥操作学习双臂移动操作" />
<meta property="og:description" content="来自斯坦福大学的Zipeng Fu*, Tony Z. Zhao*和Chelsea Finn" />
<meta property="og:url" content="https://mobile-aloha.github.io/" />
<meta property="og:image" content="https://mobile-aloha.github.io/static/images/preview.gif" />
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<meta property="article:publisher" content="https://mobile-aloha.github.io" />
<meta name="twitter:card" content="summary_large_image" />
<meta name="twitter:title" content="Mobile ALOHA: 使用低成本全身遥操作学习双臂移动操作" />
<meta name="twitter:description" content="来自斯坦福大学的Zipeng Fu*, Tony Z. Zhao*和Chelsea Finn" />
<meta name="twitter:url" content="https://mobile-aloha.github.io/" />
<meta name="twitter:image" content="https://mobile-aloha.github.io/static/images/preview.gif" />
<meta name="twitter:site" content="@zipengfu" />
<meta name="twitter:card" content="player" />
<meta name="twitter:player" content="" />
<meta name="twitter:player:width" content="1280" />
<meta name="twitter:player:height" content="720" />
<script src="https://www.youtube.com/iframe_api"></script>
</head>
<body>
<section class="hero">
<div class="hero-body">
<div class="container">
<div class="columns is-centered">
<div class="column is-two-thirds is-centered has-text-centered">
<h1 class="title is-1 publication-title">Mobile ALOHA</h1>
<h2 class="subtitle is-2 publication-subtitle">使用低成本全身遥操作学习双臂移动操作</h2>
<div class="is-size-4 publication-authors">
<span class="author-block">
<a href="https://zipengfu.github.io/">Zipeng Fu</a>*
<a href="https://tonyzhaozh.github.io/">Tony Z. Zhao</a>*
<a href="https://ai.stanford.edu/~cbfinn/">Chelsea Finn</a>
</span>
</div>
<image src="./static/images/logo.jpg" style="width: 80%;"></image>
<div class="has-text-centered">
<div class="publication-links">
<!-- PDF Link. -->
<span class="link-block">
<a href="./resources/mobile-aloha.pdf"
class="external-link button is-normal is-rounded is-dark" target="_blank">
<span class="icon">
<i class="fas fa-file-pdf"></i>
</span>
<span>论文</span>
</a>
</span>
<!-- arXiv Link. -->
<span class="link-block">
<a href="http://arxiv.org/abs/2401.02117"
class="external-link button is-normal is-rounded is-dark" target="_blank">
<span class="icon">
<i class="ai ai-arxiv"></i>
</span>
<span>arXiv</span>
</a>
</span>
<!-- Video Link. -->
<!-- <span class="link-block">
<a href=""
class="external-link button is-normal is-rounded is-dark" target="_blank">
<span class="icon">
<i class="fab fa-youtube"></i>
</span>
<span>Video</span>
</a>
</span> -->
<!-- Tutorial Link. -->
<span class="link-block">
<a href="https://docs.google.com/document/d/1_3yhWjodSNNYlpxkRCPIlvIAaQ76Nqk2wsqhnEVM6Dc" class="external-link button is-normal is-rounded is-dark" target="_blank">
<span class="icon">
<i class="fas fa-book"></i>
</span>
<span>开源教程</span>
</a>
</span>
<!-- Datasets Link. -->
<span class="link-block">
<a href="https://drive.google.com/drive/folders/1FP5eakcxQrsHyiWBRDsMRvUfSxeykiDc" class="external-link button is-normal is-rounded is-dark" target="_blank">
<span class="icon">
<i class="fas fa-database"></i>
</span>
<span>数据集</span>
</a>
</span>
<!-- Code Link. -->
<span class="link-block">
<a href="https://github.com/MarkFzp/mobile-aloha" class="external-link button is-normal is-rounded is-dark" target="_blank">
<span class="icon">
<svg class="svg-inline--fa fa-github fa-w-16" aria-hidden="true" focusable="false" data-prefix="fab" data-icon="github" role="img" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512" data-fa-i2svg=""><path fill="currentColor" 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"></path></svg><!-- <i class="fab fa-github"></i> Font Awesome fontawesome.com -->
</span>
<span>硬件代码</span>
</a>
</span>
<span class="link-block">
<a href="https://github.com/MarkFzp/act-plus-plus" class="external-link button is-normal is-rounded is-dark" target="_blank">
<span class="icon">
<svg class="svg-inline--fa fa-github fa-w-16" aria-hidden="true" focusable="false" data-prefix="fab" data-icon="github" role="img" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512" data-fa-i2svg=""><path fill="currentColor" 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"></path></svg><!-- <i class="fab fa-github"></i> Font Awesome fontawesome.com -->
</span>
<span>ML代码</span>
</a>
</span>
<span class="link-block">
<a href="./index.html" class="external-link button is-normal is-rounded is-dark" target="_blank">
<span class="icon">
<i class="fas fa-language"></i>
</span>
<span>English</span>
</a>
</span>
</div>
</div>
</div>
</div>
<div class="columns is-centered">
<div class="column is-two-thirds is-centered has-text-centered">
<video download controls autoplay loop muted playsinline src="./resources/mobile-aloha.mp4" poster="./resources/loading-icon.gif" style="border: 1px solid #bbb; border-radius: 10px; margin: 1.0%;"></video>
</div>
</div>
</div>
</div>
</section>
<section class="section">
<div class="container">
<h2 class="title is-2" style="text-align: center;">团队</h2>
<div class="columns is-centered">
<div class="column is-one-fifth is-centered has-text-centered">
<a href="https://zipengfu.github.io" target="_blank" style="border-bottom: none;">
<span class="image" ><img src="./static/images/ZipengFu.jpeg" alt="" style="width: 70%; margin-left: auto; margin-right: auto;" /></span>
</a>
<span style="font-weight: bold; font-size: 130%;">
<a href="https://zipengfu.github.io" target="_blank" style="color: black;">
Zipeng Fu
</a>
</span> <br>
(项目共同领导)
</div>
<div class="column is-one-fifth is-centered has-text-centered">
<a href="https://tonyzhaozh.github.io/" target="_blank" style="border-bottom: none;">
<span class="image"><img src="./static/images/TonyZhao.jpeg" alt="" style="width: 70%; margin-left: auto; margin-right: auto;" /></span>
</a>
<span style="font-weight: bold; font-size: 130%;">
<a href="https://tonyzhaozh.github.io/" target="_blank" style="color: black;">
Tony Z. Zhao
</a>
</span> <br>
(项目共同领导)
</div>
<div class="column is-one-fifth is-centered has-text-centered">
<a href="https://ai.stanford.edu/~cbfinn/" target="_blank" style="border-bottom: none;">
<span class="image"><img src="./static/images/ChelseaFinn.jpeg" alt="" style="width: 70%; margin-left: auto; margin-right: auto;" /></span>
</a>
<span style="font-weight: bold; font-size: 130%;">
<a href="https://ai.stanford.edu/~cbfinn/" target="_blank" style="color: black;">
Chelsea Finn
</a>
</span> <br>
(指导老师)
</div>
</div>
</section>
<section class="section">
<div class="container">
<!-- Abstract. -->
<div class="columns is-centered has-text-centered">
<div class="column is-two-thirds">
<h2 class="title is-2">摘要</h2>
<div class="content has-text-justified">
<p>
人类示范的模仿学习在机器人技术中表现出令人印象深刻的性能。然而,大多数成果专注于桌面操作,缺乏执行一般实用任务所需的移动性和灵巧性。
在这项工作中,我们开发了一个模仿移动操作任务的系统,这些任务是双手的,并且需要全身控制。
我们首先介绍Mobile ALOHA,这是一个低成本的全身远程操作系统,用于数据收集。它通过移动基座和全身远程操作界面增强了ALOHA系统。
使用Mobile ALOHA收集的数据,我们然后执行监督行为克隆,并发现与现有的静态ALOHA数据集共同训练可以提高移动操作任务的性能。
通过每项任务50次演示,共同训练可以将成功率提高到90%,使Mobile ALOHA能够自主完成复杂的移动操作任务,例如煎炒并上菜一片虾、
打开双门墙橱存放重型烹饪锅具、呼叫并进入电梯、
以及使用厨房水龙头轻轻冲洗使用过的平底锅。
</p>
</div>
</div>
</div>
</div>
</section>
<section class="section">
<div class="container">
<h2 class="title is-2" style="text-align: center;">自主技能</h2>
<div class="columns is-centered">
<div class="column is-two-fifths is-centered has-text-centered">
<video controls autoplay loop muted playsinline src="./resources/skills/cook_shrimp.mp4" poster="./resources/loading-icon.gif" style="border: 1px solid #bbb; border-radius: 10px; margin: 1.0%;"></video>
</div>
<div class="column is-two-fifths is-centered has-text-centered">
<video controls autoplay loop muted playsinline src="./resources/skills/wipe_wine.mp4" poster="./resources/loading-icon.gif" style="border: 1px solid #bbb; border-radius: 10px; margin: 1.0%;"></video>
</div>
</div>
<div class="columns is-centered">
<div class="column is-two-fifths is-centered has-text-centered">
<video controls autoplay loop muted playsinline src="./resources/skills/take_elevator.mp4" poster="./resources/loading-icon.gif" style="border: 1px solid #bbb; border-radius: 10px; margin: 1.0%;"></video>
</div>
<div class="column is-two-fifths is-centered has-text-centered">
<video controls autoplay loop muted playsinline src="./resources/skills/use_cabinets.mp4" poster="./resources/loading-icon.gif" style="border: 1px solid #bbb; border-radius: 10px; margin: 1.0%;"></video>
</div>
</div>
<div class="columns is-centered">
<div class="column is-two-fifths is-centered has-text-centered">
<video controls autoplay loop muted playsinline src="./resources/skills/wash_pan.mp4" poster="./resources/loading-icon.gif" style="border: 1px solid #bbb; border-radius: 10px; margin: 1.0%;"></video>
</div>
<div class="column is-two-fifths is-centered has-text-centered">
<video controls autoplay loop muted playsinline src="./resources/skills/push_chairs.mp4" poster="./resources/loading-icon.gif" style="border: 1px solid #bbb; border-radius: 10px; margin: 1.0%;"></video>
</div>
</div>
<div class="columns is-centered">
<div class="column is-two-fifths is-centered has-text-centered">
<video controls autoplay loop muted playsinline src="./resources/skills/high_five_third_person.mp4" poster="./resources/loading-icon.gif" style="border: 1px solid #bbb; border-radius: 10px; margin: 1.0%;"></video>
</div>
<div class="column is-two-fifths is-centered has-text-centered">
<video controls autoplay loop muted playsinline src="./resources/skills/high_five_moving_cam.mp4" poster="./resources/loading-icon.gif" style="border: 1px solid #bbb; border-radius: 10px; margin: 1.0%;"></video>
</div>
</div>
</div>
</section>
<section class="section">
<div class="container">
<h2 class="title is-2" style="text-align: center;">遥操作</h2>
<div class="columns is-centered">
<div class="column is-three-fifths is-centered has-text-centered">
<div class="publication-video">
<iframe src="https://www.youtube.com/embed/mnLVbwxSdNM" title="Mobile ALOHA Robot - Cooking a 3-Course Cantonese Meal" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe>
</div>
</div>
</div>
<div class="columns is-centered">
<div class="column is-three-fifths is-centered has-text-centered">
<div class="publication-video">
<iframe src="https://player.bilibili.com/player.html?aid=410862302&bvid=BV1XG411q7oA&cid=1393519870&p=1" scrolling="no" border="0" frameborder="no" framespacing="0" allowfullscreen="true"> </iframe>
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<video controls autoplay loop muted playsinline src="./resources/teleop/teleop_restroom_10x_speed.mp4" poster="./resources/loading-icon.gif" style="border: 1px solid #bbb; border-radius: 10px; margin: 1.0%;"></video>
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<h2 class="title is-2" style="text-align: center;">鲁棒性测试</h2>
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<video controls autoplay loop muted playsinline src="./resources/robustness/wipe_wine_9_trials_8x_speed.mp4" poster="./resources/loading-icon.gif" style="border: 1px solid #bbb; border-radius: 10px; margin: 1.0%;"></video>
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<video controls autoplay loop muted playsinline src="./resources/robustness/take_elevator_5_trials_8x_speed.mp4" poster="./resources/loading-icon.gif" style="border: 1px solid #bbb; border-radius: 10px; margin: 1.0%;"></video>
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<video controls autoplay loop muted playsinline src="./resources/robustness/use_cabinets_3_pots_8x_speed.mp4" poster="./resources/loading-icon.gif" style="border: 1px solid #bbb; border-radius: 10px; margin: 1.0%;"></video>
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<video controls autoplay loop muted playsinline src="./resources/robustness/use_cabinets_distractors.mp4" poster="./resources/loading-icon.gif" style="border: 1px solid #bbb; border-radius: 10px; margin: 1.0%;"></video>
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<video controls autoplay loop muted playsinline src="./resources/robustness/push_chairs_morning_7_trials_8x_speed.mp4" poster="./resources/loading-icon.gif" style="border: 1px solid #bbb; border-radius: 10px; margin: 1.0%;"></video>
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<video controls autoplay loop muted playsinline src="./resources/robustness/push_chairs_night_6_trials_8x_speed.mp4" poster="./resources/loading-icon.gif" style="border: 1px solid #bbb; border-radius: 10px; margin: 1.0%;"></video>
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<h2 class="title is-2" style="text-align: center;">失败案例</h2>
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<p>我们在下面的视频中分享一些在我们硬件和软件/AI协同开发的过程中,有趣的机器人失败案例。</p>
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<iframe src="https://player.bilibili.com/player.html?aid=453250537&bvid=BV1g5411q7cj&cid=1395876911&p=1" scrolling="no" border="0" frameborder="no" framespacing="0" allowfullscreen="true"> </iframe>
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<h2 class="title is-2">鸣谢</h2>
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<p>
我们感谢斯坦福机器人中心和Steve Cousins为我们的实验提供设施支持。我们还要感谢斯坦福IRIS实验室的成员:Lucy X. Shi和Tian Gao,以及斯坦福REAL实验室的成员:Cheng Chi、Zhenjia Xu、Yihuai Gao、Huy Ha、Zeyi Liu、Xiaomeng Xu、Chuer Pan和Shuran Song,为我们的实验提供了大量帮助。我们非常感谢Qingqing Zhao的摄影工作,以及来自Karl Pertsch、Boyuan Chen、Ziwen Zhuang、Quan Vuong和Fei Xia的反馈和有益讨论。这个项目得到了波士顿动力AI研究所和ONR赠款N00014-21-1-2685的支持。Zipeng Fu由斯坦福研究生奖学金支持。
</p>
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</section>
<section class="section" id="BibTeX">
<div class="container content">
<h2 class="titile">BibTeX</h2>
<pre><code>@inproceedings{fu2024mobile,
author = {Fu, Zipeng and Zhao, Tony Z. and Finn, Chelsea},
title = {Mobile ALOHA: 使用低成本全身遥操作学习双臂移动操作},
booktitle = {{Conference on Robot Learning (CoRL)}},
year = {2024},
}</code></pre>
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