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border-bottom: none; border-left: none; border-right: none; border-top: none; line-height: 1.2; margin-bottom: 0.0pt; margin-top: 0.0pt; padding-bottom: 0.0pt; padding-left: 0.0pt; padding-right: 0.0pt; padding-top: 0.0pt; text-align: center;"><span class="RijTuc C9DxTc " style="color: #000000; vertical-align: baseline;">Effective Data Augmentation With Diffusion Models</span></h2><br><h2 id="h.24ch5go1zjca" dir="ltr" class="zfr3Q JYVBee CDt4Ke " style="background-color: transparent; border-bottom: none; border-left: none; border-right: none; border-top: none; line-height: 1.2; margin-bottom: 0.0pt; margin-top: 0.0pt; padding-bottom: 0.0pt; padding-left: 0.0pt; padding-right: 0.0pt; padding-top: 0.0pt; text-align: center;"><span class="jgG6ef C9DxTc " style="color: #000000; font-family: Lato, Arial; font-variant: normal; font-weight: 400; vertical-align: baseline;">Brandon Trabucco ¹ , </span><span class="jgG6ef C9DxTc " style="color: #000000; font-family: Lato, Arial; font-weight: 400; vertical-align: baseline;">Kyle Doherty</span><span class="jgG6ef C9DxTc " style="color: #000000; font-family: Lato, Arial; font-variant: normal; font-weight: 400; vertical-align: baseline;"> ² , </span><span class="jgG6ef C9DxTc " style="color: #000000; font-family: Lato, Arial; font-weight: 400; vertical-align: baseline;">Max Gurinas</span><span class="jgG6ef C9DxTc " style="color: #000000; font-family: Lato, Arial; font-variant: normal; font-weight: 400; vertical-align: baseline;"> ³ ,</span><span class="jgG6ef C9DxTc " style="color: #000000; font-family: Lato, Arial; font-weight: 400; vertical-align: baseline;"> </span><span class="jgG6ef C9DxTc " style="color: #000000; font-family: Lato, Arial; font-variant: normal; font-weight: 400; vertical-align: baseline;">Ruslan Salakhutdinov ¹</span></h2><h2 id="h.dkyz64wd01w9" dir="ltr" class="zfr3Q JYVBee CDt4Ke " style="background-color: transparent; border-bottom: none; border-left: none; border-right: none; border-top: none; line-height: 1.2; margin-bottom: 20.0pt; margin-top: 0.0pt; padding-bottom: 0.0pt; padding-left: 0.0pt; padding-right: 0.0pt; padding-top: 0.0pt; text-align: center;"><span class="jgG6ef C9DxTc " style="color: #000000; font-variant: normal; vertical-align: baseline;">¹ Carnegie Mellon University ,</span><span class="jgG6ef C9DxTc " style="color: #000000; vertical-align: baseline;"> </span><span class="jgG6ef C9DxTc " style="color: #000000; font-variant: normal; vertical-align: baseline;">² </span><span class="jgG6ef C9DxTc " style="color: #000000; vertical-align: baseline;">MPG Ranch</span><span class="jgG6ef C9DxTc " style="color: #000000; font-variant: normal; vertical-align: baseline;"> , ³ University of </span><span class="jgG6ef C9DxTc " style="color: #000000; vertical-align: baseline;">Chicago Laboratory Schools</span></h2></div></div></div></div><div class="oKdM2c ZZyype"><div id="h.662c5a9b377f41bf_8" class="hJDwNd-AhqUyc-uQSCkd Ft7HRd-AhqUyc-uQSCkd jXK9ad D2fZ2 zu5uec wHaque g5GTcb"><div class="jXK9ad-SmKAyb"><div class="tyJCtd OWlOyc baZpAe"><div jscontroller="VYKRW" jsaction="rcuQ6b:rcuQ6b;"><div class="WIdY2d M1aSXe"><div jsname="WXxXjd" style="padding-top: 45.4939341421%"></div><iframe jsname="L5Fo6c" class="YMEQtf" sandbox="allow-scripts allow-popups allow-forms allow-same-origin allow-popups-to-escape-sandbox allow-downloads allow-modals allow-storage-access-by-user-activation" frameborder="0" aria-label="YouTube Video, Effective Data Augmentation With Diffusion Models [NeurIPS 2023]" src="https://www.youtube.com/embed/IKDWOOWzwns?embed_config=%7B%22gws%22:1%7D" allowfullscreen></iframe></div></div></div></div></div></div></div></div></div></div></div><div class="DnLU4" jsaction="JIbuQc:v5IJLd(ipHvib);"><div role="button" class="U26fgb mUbCce fKz7Od HqAAld Wew9ke M9Bg4d" jscontroller="VXdfxd" jsaction="click:cOuCgd; mousedown:UX7yZ; mouseup:lbsD7e; mouseenter:tfO1Yc; mouseleave:JywGue; focus:AHmuwe; blur:O22p3e; contextmenu:mg9Pef;touchstart:p6p2H; touchmove:FwuNnf; touchend:yfqBxc(preventMouseEvents=true|preventDefault=true); touchcancel:JMtRjd;" jsshadow jsname="ipHvib" aria-label="Scroll down" aria-disabled="false" tabindex="0"><div class="VTBa7b MbhUzd" jsname="ksKsZd"></div><span jsslot class="xjKiLb"><span class="Ce1Y1c" style="top: -12px"><svg class="XE8yyf" viewBox="0 0 24 24" focusable="false"><path d="M7.41 7.84L12 12.42l4.59-4.58L18 9.25l-6 6-6-6z"/><path d="M0-.75h24v24H0z" fill="none"/></svg></span></span></div></div></section><section id="h.662c5a9b377f41bf_13" class="yaqOZd"><div class="IFuOkc"></div><div class="mYVXT"><div class="LS81yb VICjCf j5pSsc db35Fc" tabindex="-1"><div class="hJDwNd-AhqUyc-uQSCkd Ft7HRd-AhqUyc-uQSCkd purZT-AhqUyc-II5mzb ZcASvf-AhqUyc-II5mzb pSzOP-AhqUyc-qWD73c Ktthjf-AhqUyc-qWD73c JNdkSc SQVYQc"><div class="JNdkSc-SmKAyb LkDMRd"><div class="" jscontroller="sGwD4d" jsaction="zXBUYb:zTPCnb;zQF9Uc:Qxe3nd;" jsname="F57UId"><div class="oKdM2c ZZyype Kzv0Me"><div id="h.662c5a9b377f41bf_16" class="hJDwNd-AhqUyc-uQSCkd Ft7HRd-AhqUyc-uQSCkd jXK9ad D2fZ2 zu5uec OjCsFc dmUFtb wHaque g5GTcb"><div class="jXK9ad-SmKAyb"><div class="tyJCtd mGzaTb Depvyb baZpAe"><p dir="ltr" class="zfr3Q CDt4Ke " style="text-align: center;"><span class="C9DxTc " style="font-family: Lora, Arial; font-size: 13.999999999999998pt; font-variant: normal; font-weight: 400; vertical-align: baseline;">Paper: </span><a class="XqQF9c" href="https://arxiv.org/abs/2302.07944" target="_blank" style="color: inherit; text-decoration: none;"><span class="C9DxTc aw5Odc " style="font-family: Lora, Arial; font-size: 13.999999999999998pt; font-weight: 400; text-decoration: underline; vertical-align: baseline;">arXiv</span></a><span class="C9DxTc " style="font-family: Lora, Arial; font-size: 13.999999999999998pt; font-weight: 400; vertical-align: baseline;"> | </span><span class="C9DxTc " style="font-family: Lora, Arial; font-size: 13.999999999999998pt; font-variant: normal; font-weight: 400; vertical-align: baseline;">Code: </span><a class="XqQF9c" href="https://github.com/brandontrabucco/da-fusion" target="_blank" style="color: inherit; text-decoration: none;"><span class="C9DxTc aw5Odc " style="font-family: Lora, Arial; font-size: 13.999999999999998pt; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline;">GitHub</span></a></p></div></div></div></div></div></div></div></div></div></section><section id="h.662c5a9b377f41bf_49" class="yaqOZd"><div class="IFuOkc"></div><div class="mYVXT"><div class="LS81yb VICjCf j5pSsc db35Fc" tabindex="-1"><div class="hJDwNd-AhqUyc-R6PoUb Ft7HRd-AhqUyc-R6PoUb JNdkSc SQVYQc L6cTce-purZT L6cTce-pSzOP"><div class="JNdkSc-SmKAyb LkDMRd"><div class="" jscontroller="sGwD4d" jsaction="zXBUYb:zTPCnb;zQF9Uc:Qxe3nd;" jsname="F57UId"></div></div></div><div class="hJDwNd-AhqUyc-EehZO Ft7HRd-AhqUyc-EehZO purZT-AhqUyc-II5mzb ZcASvf-AhqUyc-II5mzb pSzOP-AhqUyc-qWD73c Ktthjf-AhqUyc-qWD73c JNdkSc SQVYQc"><div class="JNdkSc-SmKAyb LkDMRd"><div class="" jscontroller="sGwD4d" jsaction="zXBUYb:zTPCnb;zQF9Uc:Qxe3nd;" jsname="F57UId"><div class="oKdM2c ZZyype Kzv0Me"><div id="h.662c5a9b377f41bf_45" class="hJDwNd-AhqUyc-EehZO Ft7HRd-AhqUyc-EehZO jXK9ad D2fZ2 zu5uec OjCsFc dmUFtb wHaque g5GTcb"><div class="jXK9ad-SmKAyb"><div class="tyJCtd baZpAe"><div class="t3iYD"><img src="https://lh5.googleusercontent.com/mTrJFRXLoOsce_2zNf1rSofnhmI3zU0oBAU09nT9cl5uj_KakpWpEkR99OXH3MQQT_VnP46NNY56Khcl3pMA5ybQ3yAUXw7CpN2Ndh_XJ5VYtGG6eQXe0EfeYnx-4qym3g=w1280" class="CENy8b" role="img"></div></div></div></div></div></div></div></div><div class="hJDwNd-AhqUyc-R6PoUb Ft7HRd-AhqUyc-R6PoUb JNdkSc SQVYQc L6cTce-purZT L6cTce-pSzOP"><div class="JNdkSc-SmKAyb LkDMRd"><div class="" jscontroller="sGwD4d" jsaction="zXBUYb:zTPCnb;zQF9Uc:Qxe3nd;" jsname="F57UId"></div></div></div></div></div></section><section id="h.662c5a9b377f41bf_33" class="yaqOZd"><div class="IFuOkc"></div><div class="mYVXT"><div class="LS81yb VICjCf j5pSsc db35Fc" tabindex="-1"><div class="hJDwNd-AhqUyc-uQSCkd Ft7HRd-AhqUyc-uQSCkd purZT-AhqUyc-II5mzb ZcASvf-AhqUyc-II5mzb pSzOP-AhqUyc-qWD73c Ktthjf-AhqUyc-qWD73c JNdkSc SQVYQc"><div class="JNdkSc-SmKAyb LkDMRd"><div class="" jscontroller="sGwD4d" jsaction="zXBUYb:zTPCnb;zQF9Uc:Qxe3nd;" jsname="F57UId"><div class="oKdM2c ZZyype Kzv0Me"><div id="h.662c5a9b377f41bf_36" class="hJDwNd-AhqUyc-uQSCkd Ft7HRd-AhqUyc-uQSCkd jXK9ad D2fZ2 zu5uec OjCsFc dmUFtb wHaque g5GTcb"><div class="jXK9ad-SmKAyb"><div class="tyJCtd mGzaTb Depvyb baZpAe"><p dir="ltr" class="zfr3Q CDt4Ke " style="text-align: center;"><span class="puwcIf C9DxTc " style="font-family: Lora, Arial; font-weight: 400; vertical-align: baseline;">Abstract</span></p></div></div></div></div></div></div></div></div></div></section><section id="h.662c5a9b377f41bf_37" class="yaqOZd"><div class="IFuOkc"></div><div class="mYVXT"><div class="LS81yb VICjCf j5pSsc db35Fc" tabindex="-1"><div class="hJDwNd-AhqUyc-R6PoUb Ft7HRd-AhqUyc-R6PoUb JNdkSc SQVYQc L6cTce-purZT L6cTce-pSzOP"><div class="JNdkSc-SmKAyb LkDMRd"><div class="" jscontroller="sGwD4d" jsaction="zXBUYb:zTPCnb;zQF9Uc:Qxe3nd;" jsname="F57UId"></div></div></div><div class="hJDwNd-AhqUyc-EehZO Ft7HRd-AhqUyc-EehZO purZT-AhqUyc-II5mzb ZcASvf-AhqUyc-II5mzb pSzOP-AhqUyc-qWD73c Ktthjf-AhqUyc-qWD73c JNdkSc SQVYQc"><div class="JNdkSc-SmKAyb LkDMRd"><div class="" jscontroller="sGwD4d" jsaction="zXBUYb:zTPCnb;zQF9Uc:Qxe3nd;" jsname="F57UId"><div class="oKdM2c ZZyype Kzv0Me"><div id="h.662c5a9b377f41bf_40" class="hJDwNd-AhqUyc-EehZO Ft7HRd-AhqUyc-EehZO jXK9ad D2fZ2 zu5uec OjCsFc dmUFtb wHaque g5GTcb"><div class="jXK9ad-SmKAyb"><div class="tyJCtd mGzaTb Depvyb baZpAe"><p dir="ltr" class="zfr3Q CDt4Ke " style=""><span class="C9DxTc " style="font-family: Lora, Arial; font-size: 13.999999999999998pt; font-weight: 400; vertical-align: baseline;">Data augmentation is one of the most prevalent tools in deep learning, underpinning many recent advances, including those from classification, generative models, and representation learning. The standard approach to data augmentation combines simple transformations like rotations and flips to generate new images from existing ones. However, these new images lack diversity along key semantic axes present in the data. Current augmentations cannot alter the high-level semantic attributes, such as animal species present in a scene, to enhance the diversity of data. We address the lack of diversity in data augmentation with image-to-image transformations parameterized by pre-trained text-to-image diffusion models. Our method edits images to change their semantics using an off-the-shelf diffusion model, and generalizes to novel visual concepts from a few labelled examples. We evaluate our approach on few-shot image classification tasks, and on a real-world weed recognition task, and observe an improvement in accuracy in tested domains.</span></p></div></div></div></div></div></div></div><div class="hJDwNd-AhqUyc-R6PoUb Ft7HRd-AhqUyc-R6PoUb JNdkSc SQVYQc L6cTce-purZT L6cTce-pSzOP"><div class="JNdkSc-SmKAyb LkDMRd"><div class="" jscontroller="sGwD4d" jsaction="zXBUYb:zTPCnb;zQF9Uc:Qxe3nd;" jsname="F57UId"></div></div></div></div></div></section><section id="h.662c5a9b377f41bf_70" class="yaqOZd WxWicb"><div class="IFuOkc"></div><div class="mYVXT"><div class="LS81yb VICjCf j5pSsc db35Fc" tabindex="-1"><div class="hJDwNd-AhqUyc-uQSCkd Ft7HRd-AhqUyc-uQSCkd purZT-AhqUyc-II5mzb ZcASvf-AhqUyc-II5mzb pSzOP-AhqUyc-qWD73c Ktthjf-AhqUyc-qWD73c JNdkSc SQVYQc"><div class="JNdkSc-SmKAyb LkDMRd"><div class="" jscontroller="sGwD4d" jsaction="zXBUYb:zTPCnb;zQF9Uc:Qxe3nd;" jsname="F57UId"><div class="oKdM2c ZZyype Kzv0Me"><div id="h.662c5a9b377f41bf_73" class="hJDwNd-AhqUyc-uQSCkd Ft7HRd-AhqUyc-uQSCkd jXK9ad D2fZ2 zu5uec OjCsFc dmUFtb wHaque g5GTcb"><div class="jXK9ad-SmKAyb"><div class="tyJCtd baZpAe"><div class="iwQgFb" role="presentation"></div></div></div></div></div></div></div></div></div></div></section><section id="h.662c5a9b377f41bf_53" class="yaqOZd"><div class="IFuOkc"></div><div class="mYVXT"><div class="LS81yb VICjCf j5pSsc db35Fc" tabindex="-1"><div class="hJDwNd-AhqUyc-R6PoUb Ft7HRd-AhqUyc-R6PoUb JNdkSc SQVYQc L6cTce-purZT L6cTce-pSzOP"><div class="JNdkSc-SmKAyb LkDMRd"><div class="" jscontroller="sGwD4d" jsaction="zXBUYb:zTPCnb;zQF9Uc:Qxe3nd;" jsname="F57UId"></div></div></div><div class="hJDwNd-AhqUyc-EehZO Ft7HRd-AhqUyc-EehZO purZT-AhqUyc-II5mzb ZcASvf-AhqUyc-II5mzb pSzOP-AhqUyc-qWD73c Ktthjf-AhqUyc-qWD73c JNdkSc SQVYQc yYI8W HQwdzb"><div class="JNdkSc-SmKAyb LkDMRd"><div class="" jscontroller="sGwD4d" jsaction="zXBUYb:zTPCnb;zQF9Uc:Qxe3nd;" jsname="F57UId"><div class="oKdM2c ZZyype Kzv0Me"><div id="h.662c5a9b377f41bf_50" class="hJDwNd-AhqUyc-EehZO Ft7HRd-AhqUyc-EehZO jXK9ad D2fZ2 zu5uec OjCsFc dmUFtb"><div class="jXK9ad-SmKAyb"><div class="tyJCtd baZpAe"><div class="t3iYD"><img src="https://lh3.googleusercontent.com/MQzaRK1DmU7bpbAy8w8VaxuiTyOC9stf_T3oUm8JeCb6A-fVONJw7DwhnYA1wmxVubLNwWI8L13GaxNVh-FakS-3QFUfvzVX4Vcj_jFFgIvvwRQxGQtnOzLIWT-kMUAODA=w1280" class="CENy8b" role="img"></div></div></div></div></div><div class="oKdM2c ZZyype"><div id="h.662c5a9b377f41bf_58" class="hJDwNd-AhqUyc-EehZO Ft7HRd-AhqUyc-EehZO jXK9ad D2fZ2 zu5uec wHaque g5GTcb"><div class="jXK9ad-SmKAyb"><div class="tyJCtd mGzaTb Depvyb baZpAe"><p dir="ltr" class="zfr3Q CDt4Ke " style=""><span class="C9DxTc " style="font-family: Lora, Arial; font-size: 13.999999999999998pt; font-weight: 400; vertical-align: baseline;">Our augmentation adapts to the images in your datasets by learning pseudo-prompts <y> for each class.</span></p></div></div></div></div></div></div></div><div class="hJDwNd-AhqUyc-R6PoUb Ft7HRd-AhqUyc-R6PoUb JNdkSc SQVYQc L6cTce-purZT L6cTce-pSzOP"><div class="JNdkSc-SmKAyb LkDMRd"><div class="" jscontroller="sGwD4d" jsaction="zXBUYb:zTPCnb;zQF9Uc:Qxe3nd;" jsname="F57UId"></div></div></div></div></div></section><section id="h.662c5a9b377f41bf_65" class="yaqOZd"><div class="IFuOkc"></div><div class="mYVXT"><div class="LS81yb VICjCf j5pSsc db35Fc" tabindex="-1"><div class="hJDwNd-AhqUyc-R6PoUb Ft7HRd-AhqUyc-R6PoUb JNdkSc SQVYQc L6cTce-purZT L6cTce-pSzOP"><div class="JNdkSc-SmKAyb LkDMRd"><div class="" jscontroller="sGwD4d" jsaction="zXBUYb:zTPCnb;zQF9Uc:Qxe3nd;" jsname="F57UId"></div></div></div><div class="hJDwNd-AhqUyc-EehZO Ft7HRd-AhqUyc-EehZO purZT-AhqUyc-II5mzb ZcASvf-AhqUyc-II5mzb pSzOP-AhqUyc-qWD73c Ktthjf-AhqUyc-qWD73c JNdkSc SQVYQc yYI8W HQwdzb"><div class="JNdkSc-SmKAyb LkDMRd"><div class="" jscontroller="sGwD4d" jsaction="zXBUYb:zTPCnb;zQF9Uc:Qxe3nd;" jsname="F57UId"><div class="oKdM2c ZZyype Kzv0Me"><div id="h.662c5a9b377f41bf_62" class="hJDwNd-AhqUyc-EehZO Ft7HRd-AhqUyc-EehZO jXK9ad D2fZ2 zu5uec OjCsFc dmUFtb"><div class="jXK9ad-SmKAyb"><div class="tyJCtd baZpAe"><div class="t3iYD"><img src="https://lh4.googleusercontent.com/XTw2snXXe905NI7eSTxEQHvq9QA9lwmZuQ-flQdk0QnidV8a91SPJi8-bgthp61ATMIGnOIfAsh3ighbbgOl7vAsdNDOjUW3ibrbhxgca156DY8O_PsO4cnI_c0cW98N0A=w1280" class="CENy8b" role="img"></div></div></div></div></div><div class="oKdM2c ZZyype"><div id="h.662c5a9b377f41bf_69" class="hJDwNd-AhqUyc-EehZO Ft7HRd-AhqUyc-EehZO jXK9ad D2fZ2 zu5uec wHaque g5GTcb"><div class="jXK9ad-SmKAyb"><div class="tyJCtd mGzaTb Depvyb baZpAe"><p dir="ltr" class="zfr3Q CDt4Ke " style=""><span class="C9DxTc " style="font-family: Lora, Arial; font-size: 13.999999999999998pt; font-weight: 400; vertical-align: baseline;">We generate augmentations using the structural layout of real images as a guide.</span></p></div></div></div></div></div></div></div><div class="hJDwNd-AhqUyc-R6PoUb Ft7HRd-AhqUyc-R6PoUb JNdkSc SQVYQc L6cTce-purZT L6cTce-pSzOP"><div class="JNdkSc-SmKAyb LkDMRd"><div class="" jscontroller="sGwD4d" jsaction="zXBUYb:zTPCnb;zQF9Uc:Qxe3nd;" jsname="F57UId"></div></div></div></div></div></section><section id="h.662c5a9b377f41bf_77" class="yaqOZd"><div class="IFuOkc"></div><div class="mYVXT"><div class="LS81yb VICjCf j5pSsc db35Fc" tabindex="-1"><div class="hJDwNd-AhqUyc-R6PoUb Ft7HRd-AhqUyc-R6PoUb JNdkSc SQVYQc L6cTce-purZT L6cTce-pSzOP"><div class="JNdkSc-SmKAyb LkDMRd"><div class="" jscontroller="sGwD4d" jsaction="zXBUYb:zTPCnb;zQF9Uc:Qxe3nd;" jsname="F57UId"></div></div></div><div class="hJDwNd-AhqUyc-EehZO Ft7HRd-AhqUyc-EehZO purZT-AhqUyc-II5mzb ZcASvf-AhqUyc-II5mzb pSzOP-AhqUyc-qWD73c Ktthjf-AhqUyc-qWD73c JNdkSc SQVYQc yYI8W HQwdzb"><div class="JNdkSc-SmKAyb LkDMRd"><div class="" jscontroller="sGwD4d" jsaction="zXBUYb:zTPCnb;zQF9Uc:Qxe3nd;" jsname="F57UId"><div class="oKdM2c ZZyype Kzv0Me"><div id="h.662c5a9b377f41bf_74" class="hJDwNd-AhqUyc-EehZO Ft7HRd-AhqUyc-EehZO jXK9ad D2fZ2 zu5uec OjCsFc dmUFtb"><div class="jXK9ad-SmKAyb"><div class="tyJCtd baZpAe"><div class="t3iYD"><img src="https://lh3.googleusercontent.com/WXNoTzEQOxwqLa97-pXeGSb2DdHX-ajfq-dKVasSOib1F8FZQhYjGmmB10WWQ88AlCq0cr5MNDI-E2uRPgLkoaOagOnHnfwsVk32Hx-wYWUIMnqIys0DIKpLejbuTRwPKw=w1280" class="CENy8b" role="img"></div></div></div></div></div><div class="oKdM2c ZZyype"><div id="h.662c5a9b377f41bf_81" class="hJDwNd-AhqUyc-EehZO Ft7HRd-AhqUyc-EehZO jXK9ad D2fZ2 zu5uec wHaque g5GTcb"><div class="jXK9ad-SmKAyb"><div class="tyJCtd mGzaTb Depvyb baZpAe"><p dir="ltr" class="zfr3Q CDt4Ke " style=""><span class="C9DxTc " style="font-family: Lora, Arial; font-size: 13.999999999999998pt; font-weight: 400; vertical-align: baseline;">Generations from DA-Fusion </span><span class="C9DxTc " style="font-family: Lora, Arial; font-size: 13.999999999999998pt; font-variant: normal; font-weight: 400; vertical-align: baseline;">preserve</span><span class="C9DxTc " style="font-family: Lora, Arial; font-size: 13.999999999999998pt; font-weight: 400; vertical-align: baseline;"> the layout of trees, but produce different structural elements.</span></p></div></div></div></div></div></div></div><div class="hJDwNd-AhqUyc-R6PoUb Ft7HRd-AhqUyc-R6PoUb JNdkSc SQVYQc L6cTce-purZT L6cTce-pSzOP"><div class="JNdkSc-SmKAyb LkDMRd"><div class="" jscontroller="sGwD4d" jsaction="zXBUYb:zTPCnb;zQF9Uc:Qxe3nd;" jsname="F57UId"></div></div></div></div></div></section><section id="h.662c5a9b377f41bf_82" class="yaqOZd WxWicb"><div class="IFuOkc"></div><div class="mYVXT"><div class="LS81yb VICjCf j5pSsc db35Fc" tabindex="-1"><div class="hJDwNd-AhqUyc-uQSCkd Ft7HRd-AhqUyc-uQSCkd purZT-AhqUyc-II5mzb ZcASvf-AhqUyc-II5mzb pSzOP-AhqUyc-qWD73c Ktthjf-AhqUyc-qWD73c JNdkSc SQVYQc"><div class="JNdkSc-SmKAyb LkDMRd"><div class="" jscontroller="sGwD4d" jsaction="zXBUYb:zTPCnb;zQF9Uc:Qxe3nd;" jsname="F57UId"><div class="oKdM2c ZZyype Kzv0Me"><div id="h.662c5a9b377f41bf_85" class="hJDwNd-AhqUyc-uQSCkd Ft7HRd-AhqUyc-uQSCkd jXK9ad D2fZ2 zu5uec OjCsFc dmUFtb wHaque g5GTcb"><div class="jXK9ad-SmKAyb"><div class="tyJCtd baZpAe"><div class="iwQgFb" role="presentation"></div></div></div></div></div></div></div></div></div></div></section><section id="h.662c5a9b377f41bf_92" class="yaqOZd"><div class="IFuOkc"></div><div class="mYVXT"><div class="LS81yb VICjCf j5pSsc db35Fc" tabindex="-1"><div class="hJDwNd-AhqUyc-R6PoUb Ft7HRd-AhqUyc-R6PoUb JNdkSc SQVYQc L6cTce-purZT L6cTce-pSzOP"><div class="JNdkSc-SmKAyb LkDMRd"><div class="" jscontroller="sGwD4d" jsaction="zXBUYb:zTPCnb;zQF9Uc:Qxe3nd;" jsname="F57UId"></div></div></div><div class="hJDwNd-AhqUyc-EehZO Ft7HRd-AhqUyc-EehZO purZT-AhqUyc-II5mzb ZcASvf-AhqUyc-II5mzb pSzOP-AhqUyc-qWD73c Ktthjf-AhqUyc-qWD73c JNdkSc SQVYQc yYI8W HQwdzb"><div class="JNdkSc-SmKAyb LkDMRd"><div class="" jscontroller="sGwD4d" jsaction="zXBUYb:zTPCnb;zQF9Uc:Qxe3nd;" jsname="F57UId"><div class="oKdM2c ZZyype Kzv0Me"><div id="h.662c5a9b377f41bf_89" class="hJDwNd-AhqUyc-EehZO Ft7HRd-AhqUyc-EehZO jXK9ad D2fZ2 zu5uec OjCsFc dmUFtb"><div class="jXK9ad-SmKAyb"><div class="tyJCtd baZpAe"><div class="t3iYD"><img src="https://lh5.googleusercontent.com/wHPXgt9yfYbDB8WmAw8gUzU9kdH-UKUpRYXgJuh_woA8r1_DZo5wjJksSPYNRk47RgL5-o3ErD54W85nmNNBcydnCj27HwYyGHuDk2t3aKQM0lDJ8NvgutvaIIwf0FeyfQ=w1280" class="CENy8b" role="img"></div></div></div></div></div><div class="oKdM2c ZZyype"><div id="h.662c5a9b377f41bf_102" class="hJDwNd-AhqUyc-EehZO Ft7HRd-AhqUyc-EehZO jXK9ad D2fZ2 zu5uec wHaque g5GTcb"><div class="jXK9ad-SmKAyb"><div class="tyJCtd mGzaTb Depvyb baZpAe"><p dir="ltr" class="zfr3Q CDt4Ke " style=""><span class="C9DxTc " style="font-family: Lora, Arial; font-size: 13.999999999999998pt; font-weight: 400; vertical-align: baseline;">We see strong performance across seven few-shot classification tasks.</span></p></div></div></div></div></div></div></div><div class="hJDwNd-AhqUyc-R6PoUb Ft7HRd-AhqUyc-R6PoUb JNdkSc SQVYQc L6cTce-purZT L6cTce-pSzOP"><div class="JNdkSc-SmKAyb LkDMRd"><div class="" jscontroller="sGwD4d" jsaction="zXBUYb:zTPCnb;zQF9Uc:Qxe3nd;" jsname="F57UId"></div></div></div></div></div></section><section id="h.662c5a9b377f41bf_107" class="yaqOZd"><div class="IFuOkc"></div><div class="mYVXT"><div class="LS81yb VICjCf j5pSsc db35Fc" tabindex="-1"><div class="hJDwNd-AhqUyc-R6PoUb Ft7HRd-AhqUyc-R6PoUb JNdkSc SQVYQc L6cTce-purZT L6cTce-pSzOP"><div class="JNdkSc-SmKAyb LkDMRd"><div class="" jscontroller="sGwD4d" jsaction="zXBUYb:zTPCnb;zQF9Uc:Qxe3nd;" jsname="F57UId"></div></div></div><div class="hJDwNd-AhqUyc-EehZO Ft7HRd-AhqUyc-EehZO purZT-AhqUyc-II5mzb ZcASvf-AhqUyc-II5mzb pSzOP-AhqUyc-qWD73c Ktthjf-AhqUyc-qWD73c JNdkSc SQVYQc"><div class="JNdkSc-SmKAyb LkDMRd"><div class="" jscontroller="sGwD4d" jsaction="zXBUYb:zTPCnb;zQF9Uc:Qxe3nd;" jsname="F57UId"><div class="oKdM2c ZZyype Kzv0Me"><div id="h.662c5a9b377f41bf_104" class="hJDwNd-AhqUyc-EehZO Ft7HRd-AhqUyc-EehZO jXK9ad D2fZ2 zu5uec OjCsFc dmUFtb wHaque g5GTcb"><div class="jXK9ad-SmKAyb"><div class="tyJCtd baZpAe"><div class="t3iYD"><img src="https://lh3.googleusercontent.com/J9GoHlhEIz90S_RcvjLHn5FsBXOHn24U7VhqKQBCb9V6SJSjMpqMV1MX7BSD-UwEsm3R9t9C2uzvfUp7oRxQ_vVjLnGm22Wkjja5rM4hn2lDbjnJjjzGx5dsS--So6I76g=w1280" class="CENy8b" role="img"></div></div></div></div></div></div></div></div><div class="hJDwNd-AhqUyc-R6PoUb Ft7HRd-AhqUyc-R6PoUb JNdkSc SQVYQc L6cTce-purZT L6cTce-pSzOP"><div class="JNdkSc-SmKAyb LkDMRd"><div class="" jscontroller="sGwD4d" jsaction="zXBUYb:zTPCnb;zQF9Uc:Qxe3nd;" jsname="F57UId"></div></div></div></div></div></section><section id="h.afc85eb394d9d41_3" class="yaqOZd"><div class="IFuOkc"></div><div class="mYVXT"><div class="LS81yb VICjCf j5pSsc db35Fc" tabindex="-1"><div class="hJDwNd-AhqUyc-R6PoUb Ft7HRd-AhqUyc-R6PoUb JNdkSc SQVYQc L6cTce-purZT L6cTce-pSzOP"><div class="JNdkSc-SmKAyb LkDMRd"><div class="" jscontroller="sGwD4d" jsaction="zXBUYb:zTPCnb;zQF9Uc:Qxe3nd;" jsname="F57UId"></div></div></div><div class="hJDwNd-AhqUyc-EehZO Ft7HRd-AhqUyc-EehZO purZT-AhqUyc-II5mzb ZcASvf-AhqUyc-II5mzb pSzOP-AhqUyc-qWD73c Ktthjf-AhqUyc-qWD73c JNdkSc SQVYQc"><div class="JNdkSc-SmKAyb LkDMRd"><div class="" jscontroller="sGwD4d" jsaction="zXBUYb:zTPCnb;zQF9Uc:Qxe3nd;" jsname="F57UId"><div class="oKdM2c ZZyype Kzv0Me"><div id="h.afc85eb394d9d41_0" class="hJDwNd-AhqUyc-EehZO Ft7HRd-AhqUyc-EehZO jXK9ad D2fZ2 zu5uec OjCsFc dmUFtb wHaque g5GTcb"><div class="jXK9ad-SmKAyb"><div class="tyJCtd mGzaTb Depvyb baZpAe"><p dir="ltr" class="zfr3Q CDt4Ke " style="background-clip: padding-box; background-color: rgba(0,0,0,0.0590000004); border-bottom: none; border-left: solid #ffffff1f 0.75pt; border-right: solid #ffffff1f 0.75pt; border-top: solid #ffffff1f 0.75pt; margin-bottom: 0.0pt; margin-top: 0.0pt; padding-bottom: 0.0pt; padding-left: 4.0pt; padding-right: 4.0pt; padding-top: 4.0pt;"><span class="C9DxTc " style="color: #24292e; font-family: 'Source Code Pro', Arial; font-size: 10.0pt; font-weight: 400; vertical-align: baseline;">@misc{https://doi.org/10.48550/arxiv.2302.07944,</span></p><p dir="ltr" class="zfr3Q CDt4Ke " style="background-clip: padding-box; background-color: rgba(0,0,0,0.0590000004); border-bottom: none; border-left: solid #ffffff1f 0.75pt; border-right: solid #ffffff1f 0.75pt; border-top: none; margin-bottom: 0.0pt; margin-top: 0.0pt; padding-bottom: 0.0pt; padding-left: 4.0pt; padding-right: 4.0pt; padding-top: 0.0pt;"><span class="C9DxTc " style="color: #24292e; font-family: 'Source Code Pro', Arial; font-size: 10.0pt; font-weight: 400; vertical-align: baseline;"> doi = {10.48550/ARXIV.2302.07944},</span></p><p dir="ltr" class="zfr3Q CDt4Ke " style="background-clip: padding-box; background-color: rgba(0,0,0,0.0590000004); border-bottom: none; border-left: solid #ffffff1f 0.75pt; border-right: solid #ffffff1f 0.75pt; border-top: none; margin-bottom: 0.0pt; margin-top: 0.0pt; padding-bottom: 0.0pt; padding-left: 4.0pt; padding-right: 4.0pt; padding-top: 0.0pt;"><span class="C9DxTc " style="color: #24292e; font-family: 'Source Code Pro', Arial; font-size: 10.0pt; font-weight: 400; vertical-align: baseline;"> url = {https://arxiv.org/abs/2302.07944},</span></p><p dir="ltr" class="zfr3Q CDt4Ke " style="background-clip: padding-box; background-color: rgba(0,0,0,0.0590000004); border-bottom: none; border-left: solid #ffffff1f 0.75pt; border-right: solid #ffffff1f 0.75pt; border-top: none; margin-bottom: 0.0pt; margin-top: 0.0pt; padding-bottom: 0.0pt; padding-left: 4.0pt; padding-right: 4.0pt; padding-top: 0.0pt;"><span class="C9DxTc " style="color: #24292e; font-family: 'Source Code Pro', Arial; font-size: 10.0pt; font-weight: 400; vertical-align: baseline;"> author = {Trabucco, Brandon and Doherty, Kyle and Gurinas, Max and Salakhutdinov, Ruslan},</span></p><p dir="ltr" class="zfr3Q CDt4Ke " style="background-clip: padding-box; background-color: rgba(0,0,0,0.0590000004); border-bottom: none; border-left: solid #ffffff1f 0.75pt; border-right: solid #ffffff1f 0.75pt; border-top: none; margin-bottom: 0.0pt; margin-top: 0.0pt; padding-bottom: 0.0pt; padding-left: 4.0pt; padding-right: 4.0pt; padding-top: 0.0pt;"><span class="C9DxTc " style="color: #24292e; font-family: 'Source Code Pro', Arial; font-size: 10.0pt; font-weight: 400; vertical-align: baseline;"> keywords = {Computer Vision and Pattern Recognition (cs.CV), Artificial Intelligence (cs.AI), FOS: Computer and information sciences, FOS: Computer and information sciences},</span></p><p dir="ltr" class="zfr3Q CDt4Ke " style="background-clip: padding-box; background-color: rgba(0,0,0,0.0590000004); border-bottom: none; border-left: solid #ffffff1f 0.75pt; border-right: solid #ffffff1f 0.75pt; border-top: none; margin-bottom: 0.0pt; margin-top: 0.0pt; padding-bottom: 0.0pt; padding-left: 4.0pt; padding-right: 4.0pt; padding-top: 0.0pt;"><span class="C9DxTc " style="color: #24292e; font-family: 'Source Code Pro', Arial; font-size: 10.0pt; font-weight: 400; vertical-align: baseline;"> title = {Effective Data Augmentation With Diffusion Models},</span></p><p dir="ltr" class="zfr3Q CDt4Ke " style="background-clip: padding-box; background-color: rgba(0,0,0,0.0590000004); border-bottom: none; border-left: solid #ffffff1f 0.75pt; border-right: solid #ffffff1f 0.75pt; border-top: none; margin-bottom: 0.0pt; margin-top: 0.0pt; padding-bottom: 0.0pt; padding-left: 4.0pt; padding-right: 4.0pt; padding-top: 0.0pt;"><span class="C9DxTc " style="color: #24292e; font-family: 'Source Code Pro', Arial; font-size: 10.0pt; font-weight: 400; vertical-align: baseline;"> publisher = {arXiv},</span></p><p dir="ltr" class="zfr3Q CDt4Ke " style="background-clip: padding-box; background-color: rgba(0,0,0,0.0590000004); border-bottom: none; border-left: solid #ffffff1f 0.75pt; border-right: solid #ffffff1f 0.75pt; border-top: none; margin-bottom: 0.0pt; margin-top: 0.0pt; padding-bottom: 0.0pt; padding-left: 4.0pt; padding-right: 4.0pt; padding-top: 0.0pt;"><span class="C9DxTc " style="color: #24292e; font-family: 'Source Code Pro', Arial; font-size: 10.0pt; font-weight: 400; vertical-align: baseline;"> year = {2023},</span></p><p dir="ltr" class="zfr3Q CDt4Ke " style="background-clip: padding-box; background-color: rgba(0,0,0,0.0590000004); border-bottom: none; border-left: solid #ffffff1f 0.75pt; border-right: solid #ffffff1f 0.75pt; border-top: none; margin-bottom: 0.0pt; margin-top: 0.0pt; padding-bottom: 0.0pt; padding-left: 4.0pt; padding-right: 4.0pt; padding-top: 0.0pt;"><span class="C9DxTc " style="color: #24292e; font-family: 'Source Code Pro', Arial; font-size: 10.0pt; font-weight: 400; vertical-align: baseline;"> copyright = {arXiv.org perpetual, non-exclusive license}</span></p><p dir="ltr" class="zfr3Q CDt4Ke " style="background-clip: padding-box; background-color: rgba(0,0,0,0.0590000004); border-bottom: solid #ffffff1f 0.75pt; border-left: solid #ffffff1f 0.75pt; 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