<div dir="ltr"><div dir="ltr"><div class="gmail_default" style="font-size:small"><div class="gmail_default"><div class="gmail_default" style="color:rgb(80,0,80)"><font face="arial, sans-serif"><font style="color:rgb(0,0,0);vertical-align:inherit"><font style="vertical-align:inherit"><b>When:</b>    </font></font><font style="vertical-align:inherit"><font style="vertical-align:inherit"><font style="color:rgb(0,0,0)">    Thursday, February 15</font><span class="gmail_default" style="color:rgb(0,0,0)">, 2024</span><font style="color:rgb(0,0,0)"> at</font><b style="color:rgb(0,0,0)"> <u style="background-color:rgb(255,255,0)">11:00</u></b><span style="background-color:rgb(255,255,0)"><b><u><font color="#000000"> a</font></u></b><b><u><font color="#000000">m CT</font></u><font color="#000000">   </font></b></span></font></font><br></font></div><div class="gmail_default" style="color:rgb(80,0,80)"><p style="font-variant-numeric:normal;font-variant-east-asian:normal;font-stretch:normal;line-height:normal;margin:0px"><b style="font-family:arial,sans-serif"><font color="#500050"><br></font></b></p><p style="font-variant-numeric:normal;font-variant-east-asian:normal;font-stretch:normal;line-height:normal;margin:0px"><b style="font-family:arial,sans-serif"><font color="#500050">Where:       </font></b><font color="#000000" style="font-family:arial,sans-serif">Talk will be given </font><font color="#000000" style="font-family:arial,sans-serif;font-weight:bold"><u>live, in-person</u></font><font style="font-family:arial,sans-serif;font-weight:bold"> </font><span style="font-family:arial,sans-serif">at</span><br></p><p class="MsoNormal" style="margin:0in;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="arial, sans-serif"><font color="#500050">               </font><font color="#000000">    TTIC, 6045 S. Kenwood Avenue</font></font></p><p class="MsoNormal" style="margin:0in;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="arial, sans-serif" color="#000000">                   5th Floor, Room 530<b> </b></font></p><p class="MsoNormal" style="margin:0in;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="arial, sans-serif"><b><span style="color:black"><br></span></b></font></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="arial, sans-serif"><b style="color:rgb(60,64,67);letter-spacing:0.2px">Virtually:</b><span style="color:rgb(60,64,67);letter-spacing:0.2px">   <i>via </i>Panopto </span>(<b><a href="https://uchicago.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=0c6a278d-2956-4274-8008-b1100018e9a0" target="_blank">livestream</a></b><span style="color:rgb(60,64,67);letter-spacing:0.2px">)</span><br></font></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><span style="color:rgb(60,64,67);letter-spacing:0.2px"><font face="arial, sans-serif"></font><font face="georgia, serif"><b><font size="1">                         *limited access: see info below</font></b></font></span></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="arial, sans-serif"><span style="color:rgb(60,64,67);letter-spacing:0.2px"><br></span></font></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font style="font-family:arial,sans-serif;vertical-align:inherit"><font style="vertical-align:inherit"><b>Who: </b> <font color="#500050">    </font><font color="#000000"><font color="#500050">    </font></font></font></font>Hadar Averbuch-Elor, Tel Aviv University</p></div></div><div class="gmail_default"><br></div><div class="gmail_default"><div dir="ltr"><div><div class="MsoNormal" align="center" style="margin:0in 0in 8pt;text-align:center;line-height:15.6933px;font-size:11pt;font-family:Calibri,sans-serif"><hr size="3" width="100%" noshade align="center" style="color:rgb(46,116,181)"></div></div><div><p class="MsoNormal" style="margin:0cm;font-family:Calibri,sans-serif"><span lang="EN-US" style="font-family:Arial,sans-serif;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><b>Title:</b>          Leveraging Multimodal Foundation Models for Exploring the 3D World</span></p><p class="MsoNormal" style="margin:0cm;font-family:Calibri,sans-serif"><span lang="EN-US" style="font-family:Arial,sans-serif;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"> </span></p><p class="MsoNormal" style="margin:0cm;font-family:Calibri,sans-serif"><span lang="EN-US" style="font-family:Arial,sans-serif;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><b>Abstract: </b></span><span style="font-family:Arial,sans-serif">Multimodal foundation models have recently shown great promise for a wide array of tasks involving images, text and 3D geometry, pushing the boundaries of what was considered impossible just a few years ago. However, these models are not easily interpretable, hindering their potential usage and adaptation for various tasks.</span></p><p class="MsoNormal" style="margin:0cm;font-family:Calibri,sans-serif"><span lang="EN-US" style="font-family:Arial,sans-serif;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"> </span></p><p class="MsoNormal" style="margin:0cm;font-family:Calibri,sans-serif"><span lang="EN-US" style="font-family:Arial,sans-serif;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">In this talk, I will present an ongoing line of research that leverages multimodal foundation models for addressing the task of semantic editing over 3D objects, and demonstrate the paradigm shift between how we addressed this task several years ago and how we address it today in the presence of these powerful models. By considering both their internal mechanisms as well as their functional subparts in a standalone manner, our work also provides new angles for understanding what is learned by these multimodal foundation models. Finally, I will discuss several future directions. </span></p><p class="MsoNormal" style="margin:0cm;font-family:Calibri,sans-serif"><span lang="EN-US" style="font-family:Arial,sans-serif;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><br></span></p><p class="MsoNormal" style="margin:0cm;font-family:Calibri,sans-serif"><span lang="EN-US" style="font-family:Arial,sans-serif;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><b>Bio: </b></span><span style="font-style:inherit;font-variant:inherit;font-weight:inherit;border:0px;font-stretch:inherit;line-height:inherit;font-family:Arial,Helvetica,sans-serif;font-kerning:inherit;font-feature-settings:inherit;margin:0px;padding:0px;vertical-align:baseline"><span style="border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;line-height:inherit;font-kerning:inherit;font-feature-settings:inherit;margin:0px;padding:0px;vertical-align:baseline;text-align:justify;letter-spacing:0.2px">Hadar Averbuch-Elor is an Assistant Professor at the School of Electrical Engineering in Tel Aviv University. Before that, Hadar was a postdoctoral researcher at Cornell-Tech, working with Noah Snavely. She completed her PhD in Electrical Engineering at Tel-Aviv University, advised by Daniel Cohen-Or. Hadar is a recipient of multiple awards including the Zuckerman Postdoctoral Scholar Fellowship and the Schmidt Postdoctoral Award for Women in Mathematical and Computing Sciences. She was also awarded the Alon Scholarship for the Integration of Outstanding Faculty by Israel's Council for Higher Education, and was selected as a Rising Star in EECS by UC Berkeley.</span></span><span style="font-style:inherit;font-variant-ligatures:inherit;font-variant-caps:inherit;font-weight:inherit;letter-spacing:0.2px;text-align:justify;font-family:Arial,Helvetica,sans-serif"> Hadar's research interests lie in the intersection of computer graphics and computer vision, particularly in combining pixels with more structured modalities, such as natural language and 3D geometry.</span></p><br></div></div><div><div id="m_7697993507725121892m_-3689511125740070863m_3599676094611771654m_8264976978369198918m_7474850050874458051m_5107577024390010371m_253820422674989860m_3983419646637522536m_-7220900540036838011gmail-:qg" role="button" aria-label="Show trimmed content" aria-expanded="false"><img src="https://ssl.gstatic.com/ui/v1/icons/mail/images/cleardot.gif" class="gmail-CToWUd"></div></div></div><div class="gmail_default"><b>Host: </b><a href="mailto:mwalter@ttic.edu" target="_blank"><b>Matthew Walter</b></a></div><div class="gmail_default"><br></div><div class="gmail_default"><font color="#0000ff" face="arial black, sans-serif">*</font><font face="tahoma, sans-serif">Access to this livestream is limited to TTIC / UChicago (press panopto link and sign in to your UChicago account with </font><span style="font-family:tahoma,sans-serif;color:rgb(29,29,33);font-weight:600">CNetID</span><font face="tahoma, sans-serif">). </font><br></div><div class="gmail_default"><br></div><div class="gmail_default"><br></div></div><div><div dir="ltr" class="gmail_signature"><div dir="ltr"><div><span style="font-family:arial,helvetica,sans-serif;font-size:x-small">Mary C. Marre</span><br></div><div><div><font face="arial, helvetica, sans-serif" size="1">Faculty Administrative Support</font></div><div><i><font face="arial, helvetica, sans-serif" color="#3d85c6" size="1"><b>Toyota Technological Institute</b></font></i></div><div><i><font face="arial, helvetica, sans-serif" color="#3d85c6" size="1">6045 S. Kenwood Avenue, Rm 517</font></i></div><div><font size="1"><i><font face="arial, helvetica, sans-serif" color="#3d85c6">Chicago, IL  60637</font></i><br></font></div><div><font size="1"><i><font face="arial, helvetica, sans-serif" color="#3d85c6">773-834-1757</font></i></font></div><div><b><i><a href="mailto:mmarre@ttic.edu" target="_blank"><font face="arial, helvetica, sans-serif" size="1">mmarre@ttic.edu</font></a></i></b></div></div></div></div></div><br></div><br><div class="gmail_quote"><div dir="ltr" class="gmail_attr">On Wed, Feb 14, 2024 at 1:35 PM Mary Marre <<a href="mailto:mmarre@ttic.edu">mmarre@ttic.edu</a>> wrote:<br></div><blockquote class="gmail_quote" style="margin:0px 0px 0px 0.8ex;border-left:1px solid rgb(204,204,204);padding-left:1ex"><div dir="ltr"><div dir="ltr"><div style="font-size:small"><div><div style="color:rgb(80,0,80)"><font face="arial, sans-serif"><font style="color:rgb(0,0,0);vertical-align:inherit"><font style="vertical-align:inherit"><b>When:</b>    </font></font><font style="vertical-align:inherit"><font style="vertical-align:inherit"><font style="color:rgb(0,0,0)">    Thursday, February 15</font><span class="gmail_default" style="color:rgb(0,0,0)">, 2024</span><font style="color:rgb(0,0,0)"> at</font><b style="color:rgb(0,0,0)"> <u style="background-color:rgb(255,255,0)">11:00</u></b><span style="background-color:rgb(255,255,0)"><b><u><font color="#000000"> a</font></u></b><b><u><font color="#000000">m CT</font></u><font color="#000000">   </font></b></span></font></font><br></font></div><div style="color:rgb(80,0,80)"><p style="font-variant-numeric:normal;font-variant-east-asian:normal;font-stretch:normal;line-height:normal;margin:0px"><b style="font-family:arial,sans-serif"><font color="#500050"><br></font></b></p><p style="font-variant-numeric:normal;font-variant-east-asian:normal;font-stretch:normal;line-height:normal;margin:0px"><b style="font-family:arial,sans-serif"><font color="#500050">Where:       </font></b><font color="#000000" style="font-family:arial,sans-serif">Talk will be given </font><font color="#000000" style="font-family:arial,sans-serif;font-weight:bold"><u>live, in-person</u></font><font style="font-family:arial,sans-serif;font-weight:bold"> </font><span style="font-family:arial,sans-serif">at</span><br></p><p class="MsoNormal" style="margin:0in;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="arial, sans-serif"><font color="#500050">               </font><font color="#000000">    TTIC, 6045 S. Kenwood Avenue</font></font></p><p class="MsoNormal" style="margin:0in;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="arial, sans-serif" color="#000000">                   5th Floor, Room 530<b> </b></font></p><p class="MsoNormal" style="margin:0in;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="arial, sans-serif"><b><span style="color:black"><br></span></b></font></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="arial, sans-serif"><b style="color:rgb(60,64,67);letter-spacing:0.2px">Virtually:</b><span style="color:rgb(60,64,67);letter-spacing:0.2px">   <i>via </i>Panopto </span>(<b><a href="https://uchicago.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=0c6a278d-2956-4274-8008-b1100018e9a0" target="_blank">livestream</a></b><span style="color:rgb(60,64,67);letter-spacing:0.2px">)</span><br></font></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><span style="color:rgb(60,64,67);letter-spacing:0.2px"><font face="arial, sans-serif"></font><font face="georgia, serif"><b><font size="1">                         *limited access: see info below</font></b></font></span></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="arial, sans-serif"><span style="color:rgb(60,64,67);letter-spacing:0.2px"><br></span></font></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font style="font-family:arial,sans-serif;vertical-align:inherit"><font style="vertical-align:inherit"><b>Who: </b> <font color="#500050">    </font><font color="#000000"><font color="#500050">    </font></font></font></font>Hadar Averbuch-Elor, Tel Aviv University</p></div></div><div><br></div><div><div dir="ltr"><div><div class="MsoNormal" align="center" style="margin:0in 0in 8pt;text-align:center;line-height:15.6933px;font-size:11pt;font-family:Calibri,sans-serif"><hr size="3" width="100%" noshade align="center" style="color:rgb(46,116,181)"></div></div><div><p class="MsoNormal" style="margin:0cm;font-family:Calibri,sans-serif"><span lang="EN-US" style="font-family:Arial,sans-serif;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><b>Title:</b>          Leveraging Multimodal Foundation Models for Exploring the 3D World</span></p><p class="MsoNormal" style="margin:0cm;font-family:Calibri,sans-serif"><span lang="EN-US" style="font-family:Arial,sans-serif;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"> </span></p><p class="MsoNormal" style="margin:0cm;font-family:Calibri,sans-serif"><span lang="EN-US" style="font-family:Arial,sans-serif;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><b>Abstract: </b></span><span style="font-family:Arial,sans-serif">Multimodal foundation models have recently shown great promise for a wide array of tasks involving images, text and 3D geometry, pushing the boundaries of what was considered impossible just a few years ago. However, these models are not easily interpretable, hindering their potential usage and adaptation for various tasks.</span></p><p class="MsoNormal" style="margin:0cm;font-family:Calibri,sans-serif"><span lang="EN-US" style="font-family:Arial,sans-serif;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"> </span></p><p class="MsoNormal" style="margin:0cm;font-family:Calibri,sans-serif"><span lang="EN-US" style="font-family:Arial,sans-serif;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">In this talk, I will present an ongoing line of research that leverages multimodal foundation models for addressing the task of semantic editing over 3D objects, and demonstrate the paradigm shift between how we addressed this task several years ago and how we address it today in the presence of these powerful models. By considering both their internal mechanisms as well as their functional subparts in a standalone manner, our work also provides new angles for understanding what is learned by these multimodal foundation models. Finally, I will discuss several future directions. </span></p><p class="MsoNormal" style="margin:0cm;font-family:Calibri,sans-serif"><span lang="EN-US" style="font-family:Arial,sans-serif;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><br></span></p><p class="MsoNormal" style="margin:0cm;font-family:Calibri,sans-serif"><span lang="EN-US" style="font-family:Arial,sans-serif;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><b>Bio: </b></span><span style="font-style:inherit;font-variant:inherit;font-weight:inherit;border:0px;font-stretch:inherit;line-height:inherit;font-family:Arial,Helvetica,sans-serif;font-kerning:inherit;font-feature-settings:inherit;margin:0px;padding:0px;vertical-align:baseline"><span style="border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;line-height:inherit;font-kerning:inherit;font-feature-settings:inherit;margin:0px;padding:0px;vertical-align:baseline;text-align:justify;letter-spacing:0.2px">Hadar Averbuch-Elor is an Assistant Professor at the School of Electrical Engineering in Tel Aviv University. Before that, Hadar was a postdoctoral researcher at Cornell-Tech, working with Noah Snavely. She completed her PhD in Electrical Engineering at Tel-Aviv University, advised by Daniel Cohen-Or. Hadar is a recipient of multiple awards including the Zuckerman Postdoctoral Scholar Fellowship and the Schmidt Postdoctoral Award for Women in Mathematical and Computing Sciences. She was also awarded the Alon Scholarship for the Integration of Outstanding Faculty by Israel's Council for Higher Education, and was selected as a Rising Star in EECS by UC Berkeley.</span></span><span style="font-style:inherit;font-variant-ligatures:inherit;font-variant-caps:inherit;font-weight:inherit;letter-spacing:0.2px;text-align:justify;font-family:Arial,Helvetica,sans-serif"> Hadar's research interests lie in the intersection of computer graphics and computer vision, particularly in combining pixels with more structured modalities, such as natural language and 3D geometry.</span></p><br></div></div><div><div id="m_7697993507725121892m_-3689511125740070863m_3599676094611771654m_8264976978369198918m_7474850050874458051m_5107577024390010371m_253820422674989860m_3983419646637522536m_-7220900540036838011gmail-:qg" role="button" aria-label="Show trimmed content" aria-expanded="false"><img src="https://ssl.gstatic.com/ui/v1/icons/mail/images/cleardot.gif"></div></div></div><div><b>Host: </b><a href="mailto:mwalter@ttic.edu" target="_blank"><b>Matthew Walter</b></a></div><div><br></div><div><font color="#0000ff" face="arial black, sans-serif">*</font><font face="tahoma, sans-serif">Access to this livestream is limited to TTIC / UChicago (press panopto link and sign in to your UChicago account with </font><span style="font-family:tahoma,sans-serif;color:rgb(29,29,33);font-weight:600">CNetID</span><font face="tahoma, sans-serif">). </font><br></div><div><br></div><div><br></div><div><br></div></div><div><div dir="ltr" class="gmail_signature"><div dir="ltr"><div><span style="font-family:arial,helvetica,sans-serif;font-size:x-small">Mary C. Marre</span><br></div><div><div><font face="arial, helvetica, sans-serif" size="1">Faculty Administrative Support</font></div><div><i><font face="arial, helvetica, sans-serif" color="#3d85c6" size="1"><b>Toyota Technological Institute</b></font></i></div><div><i><font face="arial, helvetica, sans-serif" color="#3d85c6" size="1">6045 S. Kenwood Avenue, Rm 517</font></i></div><div><font size="1"><i><font face="arial, helvetica, sans-serif" color="#3d85c6">Chicago, IL  60637</font></i><br></font></div><div><font size="1"><i><font face="arial, helvetica, sans-serif" color="#3d85c6">773-834-1757</font></i></font></div><div><b><i><a href="mailto:mmarre@ttic.edu" target="_blank"><font face="arial, helvetica, sans-serif" size="1">mmarre@ttic.edu</font></a></i></b></div></div></div></div></div><br></div><br><div class="gmail_quote"><div dir="ltr" class="gmail_attr">On Thu, Feb 8, 2024 at 12:39 PM Mary Marre <<a href="mailto:mmarre@ttic.edu" target="_blank">mmarre@ttic.edu</a>> wrote:<br></div><blockquote class="gmail_quote" style="margin:0px 0px 0px 0.8ex;border-left:1px solid rgb(204,204,204);padding-left:1ex"><div dir="ltr"><div style="font-size:small"><div><div style="color:rgb(80,0,80)"><font face="arial, sans-serif"><font style="color:rgb(0,0,0);vertical-align:inherit"><font style="vertical-align:inherit"><b>When:</b>    </font></font><font style="vertical-align:inherit"><font style="vertical-align:inherit"><font style="color:rgb(0,0,0)">    Thursday, February 15</font><span class="gmail_default" style="color:rgb(0,0,0)">, 2024</span><font style="color:rgb(0,0,0)"> at</font><b style="color:rgb(0,0,0)"> <u style="background-color:rgb(255,255,0)">11:00</u></b><span style="background-color:rgb(255,255,0)"><b><u><font color="#000000"> a</font></u></b><b><u><font color="#000000">m CT</font></u><font color="#000000">   </font></b></span></font></font><br></font></div><div style="color:rgb(80,0,80)"><p style="font-variant-numeric:normal;font-variant-east-asian:normal;font-stretch:normal;line-height:normal;margin:0px"><b style="font-family:arial,sans-serif"><font color="#500050"><br></font></b></p><p style="font-variant-numeric:normal;font-variant-east-asian:normal;font-stretch:normal;line-height:normal;margin:0px"><b style="font-family:arial,sans-serif"><font color="#500050">Where:       </font></b><font color="#000000" style="font-family:arial,sans-serif">Talk will be given </font><font color="#000000" style="font-family:arial,sans-serif;font-weight:bold"><u>live, in-person</u></font><font style="font-family:arial,sans-serif;font-weight:bold"> </font><span style="font-family:arial,sans-serif">at</span><br></p><p class="MsoNormal" style="margin:0in;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="arial, sans-serif"><font color="#500050">               </font><font color="#000000">    TTIC, 6045 S. Kenwood Avenue</font></font></p><p class="MsoNormal" style="margin:0in;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="arial, sans-serif" color="#000000">                   5th Floor, Room 530<b> </b></font></p><p class="MsoNormal" style="margin:0in;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="arial, sans-serif"><b><span style="color:black"><br></span></b></font></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="arial, sans-serif"><b style="color:rgb(60,64,67);letter-spacing:0.2px">Virtually:</b><span style="color:rgb(60,64,67);letter-spacing:0.2px">   <i>via </i>Panopto </span>(<b><a href="https://uchicago.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=0c6a278d-2956-4274-8008-b1100018e9a0" target="_blank">livestream</a></b><span style="color:rgb(60,64,67);letter-spacing:0.2px">)</span><br></font></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><span style="color:rgb(60,64,67);letter-spacing:0.2px"><font face="arial, sans-serif"></font><font face="georgia, serif"><b><font size="1">                         *limited access: see info below</font></b></font></span></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="arial, sans-serif"><span style="color:rgb(60,64,67);letter-spacing:0.2px"><br></span></font></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font style="font-family:arial,sans-serif;vertical-align:inherit"><font style="vertical-align:inherit"><b>Who: </b> <font color="#500050">    </font><font color="#000000"><font color="#500050">    </font></font></font></font>Hadar Averbuch-Elor, Tel Aviv University</p></div></div><div><br></div><div><div dir="ltr"><div><div class="MsoNormal" align="center" style="margin:0in 0in 8pt;text-align:center;line-height:15.6933px;font-size:11pt;font-family:Calibri,sans-serif"><hr size="3" width="100%" noshade align="center" style="color:rgb(46,116,181)"></div></div><div><p class="MsoNormal" style="margin:0cm;font-family:Calibri,sans-serif"><span lang="EN-US" style="font-family:Arial,sans-serif;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><b>Title:</b>          Leveraging Multimodal Foundation Models for Exploring the 3D World</span></p><p class="MsoNormal" style="margin:0cm;font-family:Calibri,sans-serif"><span lang="EN-US" style="font-family:Arial,sans-serif;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"> </span></p><p class="MsoNormal" style="margin:0cm;font-family:Calibri,sans-serif"><span lang="EN-US" style="font-family:Arial,sans-serif;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><b>Abstract: </b></span><span style="font-family:Arial,sans-serif">Multimodal foundation models have recently shown great promise for a wide array of tasks involving images, text and 3D geometry, pushing the boundaries of what was considered impossible just a few years ago. However, these models are not easily interpretable, hindering their potential usage and adaptation for various tasks.</span></p><p class="MsoNormal" style="margin:0cm;font-family:Calibri,sans-serif"><span lang="EN-US" style="font-family:Arial,sans-serif;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"> </span></p><p class="MsoNormal" style="margin:0cm;font-family:Calibri,sans-serif"><span lang="EN-US" style="font-family:Arial,sans-serif;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">In this talk, I will present an ongoing line of research that leverages multimodal foundation models for addressing the task of semantic editing over 3D objects, and demonstrate the paradigm shift between how we addressed this task several years ago and how we address it today in the presence of these powerful models. By considering both their internal mechanisms as well as their functional subparts in a standalone manner, our work also provides new angles for understanding what is learned by these multimodal foundation models. Finally, I will discuss several future directions. </span></p><p class="MsoNormal" style="margin:0cm;font-family:Calibri,sans-serif"><span lang="EN-US" style="font-family:Arial,sans-serif;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><br></span></p><p class="MsoNormal" style="margin:0cm;font-family:Calibri,sans-serif"><span lang="EN-US" style="font-family:Arial,sans-serif;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><b>Bio: </b></span><span style="font-style:inherit;font-variant:inherit;font-weight:inherit;border:0px;font-stretch:inherit;line-height:inherit;font-family:Arial,Helvetica,sans-serif;font-kerning:inherit;font-feature-settings:inherit;margin:0px;padding:0px;vertical-align:baseline"><span style="border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;line-height:inherit;font-kerning:inherit;font-feature-settings:inherit;margin:0px;padding:0px;vertical-align:baseline;text-align:justify;letter-spacing:0.2px">Hadar Averbuch-Elor is an Assistant Professor at the School of Electrical Engineering in Tel Aviv University. Before that, Hadar was a postdoctoral researcher at Cornell-Tech, working with Noah Snavely. She completed her PhD in Electrical Engineering at Tel-Aviv University, advised by Daniel Cohen-Or. Hadar is a recipient of multiple awards including the Zuckerman Postdoctoral Scholar Fellowship and the Schmidt Postdoctoral Award for Women in Mathematical and Computing Sciences. She was also awarded the Alon Scholarship for the Integration of Outstanding Faculty by Israel's Council for Higher Education, and was selected as a Rising Star in EECS by UC Berkeley.</span></span><span style="font-style:inherit;font-variant-ligatures:inherit;font-variant-caps:inherit;font-weight:inherit;letter-spacing:0.2px;text-align:justify;font-family:Arial,Helvetica,sans-serif"> Hadar's research interests lie in the intersection of computer graphics and computer vision, particularly in combining pixels with more structured modalities, such as natural language and 3D geometry.</span></p><br></div></div><div><div id="m_7697993507725121892m_-3689511125740070863m_3599676094611771654m_8264976978369198918m_7474850050874458051m_5107577024390010371m_253820422674989860m_3983419646637522536m_-7220900540036838011gmail-:qg" role="button" aria-label="Show trimmed content" aria-expanded="false"><img src="https://ssl.gstatic.com/ui/v1/icons/mail/images/cleardot.gif"></div></div></div><div><b>Host: </b><a href="mailto:mwalter@ttic.edu" target="_blank"><b>Matthew Walter</b></a></div><div><br></div><div><font color="#0000ff" face="arial black, sans-serif">*</font><font face="tahoma, sans-serif">Access to this livestream is limited to TTIC / UChicago (press panopto link and sign in to your UChicago account with </font><span style="font-family:tahoma,sans-serif;color:rgb(29,29,33);font-weight:600">CNetID</span><font face="tahoma, sans-serif">). </font><br></div><div><br></div><div><br></div><div><br></div></div><div><div dir="ltr" class="gmail_signature"><div dir="ltr"><div><span style="font-family:arial,helvetica,sans-serif;font-size:x-small">Mary C. Marre</span><br></div><div><div><font face="arial, helvetica, sans-serif" size="1">Faculty Administrative Support</font></div><div><i><font face="arial, helvetica, sans-serif" color="#3d85c6" size="1"><b>Toyota Technological Institute</b></font></i></div><div><i><font face="arial, helvetica, sans-serif" color="#3d85c6" size="1">6045 S. Kenwood Avenue, Rm 517</font></i></div><div><font size="1"><i><font face="arial, helvetica, sans-serif" color="#3d85c6">Chicago, IL  60637</font></i><br></font></div><div><font size="1"><i><font face="arial, helvetica, sans-serif" color="#3d85c6">773-834-1757</font></i></font></div><div><b><i><a href="mailto:mmarre@ttic.edu" target="_blank"><font face="arial, helvetica, sans-serif" size="1">mmarre@ttic.edu</font></a></i></b></div></div></div></div></div></div>
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