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</head><body class="body"><span itemscope itemtype="http://schema.org/InformAction"><span style="display:none" itemprop="about" itemscope itemtype="http://schema.org/EmailMessage"><meta itemprop="description" content="Peya Mowar: Hi everyone, We have Prof. Eshed Ohn-Bar joining us remotely for the upcoming accessibility lunch. Please find the details below: Abstract: Despite decades of progress in AI, making AI systems usable and helpful in real-world situations remains challenging. This gap becomes especially clear when designing systems for people with disabilities, whose diverse needs and behaviors often confound existing models and remain a (suboptimal) afterthought. In this talk, I will describe our efforts to build adaptive AI systems that safely and efficiently assist individuals with visual impairments in complex navigation tasks. At the core of our approach are AI models that can leverage diverse supervision and realistic interactions to learn multimodal models for how people perceive the environment, respond to instructions, and dynamically move through 3D spaces. Beyond addressing fundamental questions in interactive AI, e.g., for effectively modeling diverse data, the research will pave the way toward a foundational framework for building scalable systems that can seamlessly adapt to varying users, environments, and applications—whether in transportation, healthcare, and education. Bio: Eshed Ohn-Bar is an Assistant Professor in the Department of Electrical and Computer Engineering at Boston University (BU). His research lies at the intersection of machine intelligence, computer vision, and interactive systems, with the goal of developing scalable AI frameworks that enhance quality of life—from self-driving vehicles to wearable technologies for individuals with disabilities. His collaborations with colleagues have been recognized with numerous awards, including the BU College of Engineering Early Career Excellence in Research Award, best PhD dissertation award from the IEEE Intelligent Transportation Systems Society, and best paper awards (the CVPR AMFG Workshop, Web for All Conference, and finalist at ICPR). His team was also a semifinalist in the 2022 DoT Inclusive Design Challenge. Prior to joining BU, he was a Humboldt Fellow at the Max Planck Institute and a Postdoctoral Researcher at Carnegie Mellon University. Eshed received a BS degree in Mathematics from UC Los Angeles in 2010, MEd from UC Los Angeles in 2011, and the PhD degree in Electrical Engineering from UC San Diego in 2017. We will meet in GHC 6115 for this fascinating talk! Thanks and regards, Peya"/></span><span itemprop="object" itemscope itemtype="http://schema.org/Event"><meta itemprop="eventStatus" content="http://schema.org/EventScheduled"/><span itemprop="publisher" itemscope itemtype="http://schema.org/Organization"><meta itemprop="name" content="Google Calendar"/></span><meta itemprop="eventId/googleCalendar" content="4amlscse5j83mcgbfq6hh59ed9_20250414T160000Z"/><span style="display: none; font-size: 1px; color: #fff; line-height: 1px; height: 0; max-height: 0; width: 0; max-width: 0; opacity: 0; overflow: hidden;" itemprop="name">Accessibility Lunch Seminar</span><span aria-hidden="true"><time itemprop="startDate" datetime="20250414T160000Z"></time><time itemprop="endDate" datetime="20250414T170000Z"></time></span><table border="0" cellpadding="0" cellspacing="0" role="presentation" align="center" style="width:100%;" class="body-container"><tbody><tr><td style="" class="" align="left"><!--[if mso | IE]><table border="0" cellpadding="0" cellspacing="0" role="presentation"><tr><td height="16" style="height:16px;"><![endif]--><div style="height:16px;" aria-hidden="true"> </div><!--[if mso | IE]></td></tr></table><![endif]--><table border="0" cellpadding="0" cellspacing="0" role="presentation" align="center" style="width:100%;" class=""><tbody><tr><td style="" class="" align="left"><span itemscope itemtype="http://schema.org/EmailMessage"><p itemprop="description">Hi everyone,<br>We have Prof. Eshed Ohn-Bar joining us remotely for the upcoming accessibility lunch. Please find the details below:<p>Abstract: Despite decades of progress in AI, making AI systems usable and helpful in real-world situations remains challenging. This gap becomes especially clear when designing systems for people with disabilities, whose diverse needs and behaviors often confound existing models and remain a (suboptimal) afterthought. In this talk, I will describe our efforts to build adaptive AI systems that safely and efficiently assist individuals with visual impairments in complex navigation tasks. At the core of our approach are AI models that can leverage diverse supervision and realistic interactions to learn multimodal models for how people perceive the environment, respond to instructions, and dynamically move through 3D spaces. Beyond addressing fundamental questions in interactive AI, e.g., for effectively modeling diverse data, the research will pave the way toward a foundational framework for building scalable systems that can seamlessly adapt to varying users, environments, and applications—whether in transportation, healthcare, and education.<p>Bio: Eshed Ohn-Bar is an Assistant Professor in the Department of Electrical and Computer Engineering at Boston University (BU). His research lies at the intersection of machine intelligence, computer vision, and interactive systems, with the goal of developing scalable AI frameworks that enhance quality of life—from self-driving vehicles to wearable technologies for individuals with disabilities. His collaborations with colleagues have been recognized with numerous awards, including the BU College of Engineering Early Career Excellence in Research Award, best PhD dissertation award from the IEEE Intelligent Transportation Systems Society, and best paper awards (the CVPR AMFG Workshop, Web for All Conference, and finalist at ICPR). His team was also a semifinalist in the 2022 DoT Inclusive Design Challenge. Prior to joining BU, he was a Humboldt Fellow at the Max Planck Institute and a Postdoctoral Researcher at Carnegie Mellon University. Eshed received a BS degree in Mathematics from UC Los Angeles in 2010, MEd from UC Los Angeles in 2011, and the PhD degree in Electrical Engineering from UC San Diego in 2017.<p>We will meet in GHC 6115 for this fascinating talk!<br>Thanks and regards,<br>Peya</p></span></td></tr></tbody></table><table border="0" cellpadding="0" cellspacing="0" role="presentation" align="center" style="width:100%;" class=""><tbody><tr><td style="border: solid 1px #dadce0; border-radius: 8px; direction: rtl; font-size: 0; padding: 24px 32px; text-align: left; vertical-align: top;" class="main-container-inner"><!--[if mso | IE]><table border="0" cellpadding="0" cellspacing="0" role="presentation"><tr><![endif]--><!--[if mso | IE]><td class="" style="vertical-align:top;width:37%;" ><![endif]--><div class="column-per-37 outlook-group-fix" style="font-size: 13px; text-align: left; direction: ltr; display: inline-block; vertical-align: top; width: 100%;overflow: hidden; word-wrap: break-word;"><table border="0" cellpadding="0" cellspacing="0" role="presentation" width="100%"><tbody><tr><td style="vertical-align:top;padding:0;"><table border="0" cellpadding="0" cellspacing="0" role="presentation" width="100%"><tr><td style="font-size: 0; padding: 0; text-align: left; word-break: break-word;;padding-bottom:0px;"><div style="font-family: Roboto, sans-serif;font-size: 14px; line-height: 20px; mso-line-height-rule: exactly; text-align: left;" class="primary-text" role="presentation"><table border="0" cellpadding="0" cellspacing="0" role="presentation" style="padding-bottom: 4px;"><tr><td><h2 class="primary-text" style="font-size: 14px;color: #3c4043; text-decoration: none;font-weight: 700;-webkit-font-smoothing: antialiased;margin: 0; padding: 0;">Attachments</h2></td></tr></table></div></td></tr><tr><td style="font-size: 0; padding: 0; text-align: left; word-break: break-word;;padding-bottom:24px;padding-left: 1px; padding-right: 1px;"><table border="0" cellpadding="0" cellspacing="0" role="presentation" class="attachment-chip" style="border: solid 1px #dadce0; border-radius: 16px; border-collapse: separate; padding: 4px 0 4px 0;"><tr><td style="padding: 3px 10px; height: 14px; width: 14px;"><img src="https://drive-thirdparty.googleusercontent.com/32/type/application/vnd.google-apps.spreadsheet" width="14" height="14" alt="" style="display: inline-block; vertical-align: middle;"></td><td align="left" style="padding: 0; padding-left: 0; padding-right: 10px; max-width: 160px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;"><div style="overflow: hidden; height: 20px;"><a href="https://drive.google.com/open?id=1k1Pmh9jo-N7S73Fi10y-5tEynvhw3xLbPf-NMAjTSxU" target="_blank" style="font-weight: 400;font-family: 'Google Sans', Roboto, sans-serif;color: #5f6368; font-size: 14px; line-height: 120%; mso-line-height-rule: exactly; margin: 0; text-decoration: none; text-transform: none;;font-family: Roboto, sans-serif;; display: inline-block; height: 20px; max-width: 160px; line-height: 20px; overflow: hidden; text-overflow: ellipsis; vertical-align: middle; white-space: normal;" class="grey-button-text" title="Accessibility Lunch Schedule 2024">Accessibility Lunch Sc...</a></div></td></tr></table></td></tr></table></td></tr></tbody></table></div><!--[if mso | IE]></td><![endif]--><!--[if mso | IE]><td class="" style="vertical-align:top;width:63%;padding-right:32px;" ><![endif]--><div class="column-per-63 outlook-group-fix" style="font-size: 13px; text-align: left; direction: ltr; display: inline-block; vertical-align: top; width: 100%;overflow: hidden; word-wrap: break-word;"><table border="0" cellpadding="0" cellspacing="0" role="presentation" width="100%" class="main-column-table-ltr" style="padding-right: 32px; padding-left: 0;;table-layout: fixed;"><tbody><tr><td class="main-column-td" style="padding:0; vertical-align:top;"><table border="0" cellpadding="0" cellspacing="0" role="presentation" width="100%" style="table-layout: fixed;"><tr><td style="font-size: 0; padding: 0; text-align: left; word-break: break-word;;padding-bottom:2px;"><div style="font-family: 'Google Sans', Roboto, sans-serif;font-weight: 400; font-size: 22px; line-height: 28px;color: #3c4043; text-decoration: none;" class="primary-text" role="presentation"><span itemprop="name">Accessibility Lunch Seminar</span></div></td></tr><tr><td style="font-size: 0; padding: 0; text-align: left; word-break: break-word;;padding-bottom:24px;"><div style="font-family: Roboto, sans-serif;font-style: normal; font-weight: 400; font-size: 14px; line-height: 20px; letter-spacing: 0.2px;color: #3c4043; text-decoration: none;" class="primary-text" role="presentation"><span aria-hidden="true"><time itemprop="startDate" datetime="20250414T160000Z"></time><time itemprop="endDate" datetime="20250414T170000Z"></time></span><span>Monday Apr 14, 2025 ⋅ 12pm – 1pm (Eastern Time - New York)</span></div></td></tr><tr><td style="font-size: 0; padding: 0; text-align: left; word-break: break-word;;padding-bottom:24px;"><div style="font-family: Roboto, sans-serif;font-style: normal; font-weight: 400; font-size: 14px; line-height: 20px; letter-spacing: 0.2px;color: #3c4043; text-decoration: none;" class="primary-text" role="presentation"><span><a href="https://www.google.com/url?q=https%3A%2F%2Fcmubiglab.github.io%2Flunch%2F&sa=D&ust=1744825020000000&usg=AOvVaw3MyuhWEEamdRsBYsOkJrZq" target="_blank">CMU Accessibility Lunch Seminar Series</a><br>About: This seminar series explores the evolution and future directions of accessibility research and practice. Each week, we discuss diverse facets of accessible and assistive technologies, featuring speakers from academia, industry, and beyond. The seminar is organised by the <a href="https://www.google.com/url?q=https%3A%2F%2Faccessibility.cs.cmu.edu%2F&sa=D&ust=1744825020000000&usg=AOvVaw3MjUUu4ztFRiCxBMESNrGM" target="_blank">Accessibility Research Group</a> at Carnegie Mellon University.<br><br>Peya Mowar is inviting you to a scheduled Zoom meeting.<br><br>Join Zoom Meeting<br><a href="https://www.google.com/url?q=https%3A%2F%2Fcmu.zoom.us%2Fj%2F99282851029%3Fpwd%3DCUYhUGEykBYvMAGO2zwKeoig3abPzN.1&sa=D&ust=1744825020000000&usg=AOvVaw2z-8PN92VIQ8ruJqoy_BfO" target="_blank">https://cmu.zoom.us/j/99282851029?pwd=CUYhUGEykBYvMAGO2zwKeoig3abPzN.1</a><br><br>Meeting ID: 992 8285 1029<br>Passcode: a11y<br><br>---<br><br>One tap mobile<br>+12678310333,,99282851029#,,,,*818322# US (Philadelphia)<br>+14703812552,,99282851029#,,,,*818322# US (Atlanta)<br><br>---<br><br>Dial by your location<br>• +1 267 831 0333 US (Philadelphia)<br>• +1 470 381 2552 US (Atlanta)<br>• +1 646 518 9805 US (New York)<br>• +1 651 372 8299 US (Minnesota)<br>• +1 786 635 1003 US (Miami)<br>• +1 929 205 6099 US (New York)<br>• +1 301 715 8592 US (Washington DC)<br>• +1 312 626 6799 US (Chicago)<br>• +1 470 250 9358 US (Atlanta)<br>• +1 971 247 1195 US (Portland)<br>• +1 206 337 9723 US (Seattle)<br>• +1 213 338 8477 US (Los Angeles)<br>• +1 253 215 8782 US (Tacoma)<br>• +1 346 248 7799 US (Houston)<br>• +1 602 753 0140 US (Phoenix)<br>• +1 669 219 2599 US (San Jose)<br>• +1 669 900 6833 US (San Jose)<br>• +1 720 928 9299 US (Denver)<br><br>Meeting ID: 992 8285 1029<br>Passcode: 818322<br><br>Find your local number: <a href="https://www.google.com/url?q=https%3A%2F%2Fcmu.zoom.us%2Fu%2FacS6qWzHCj&sa=D&ust=1744825020000000&usg=AOvVaw0tbZYbLGqDKvf8k4gsp-Ab" target="_blank">https://cmu.zoom.us/u/acS6qWzHCj</a><br><br>---<br><br>Join by SIP<br>• <a href="mailto:99282851029@zoomcrc.com" target="_blank">99282851029@zoomcrc.com</a><br><br>---<br><br>Join by H.323<br>• 162.255.37.11 (US West)<br>• 162.255.36.11 (US East)<br>• 221.122.88.195 (Mainland China)<br>• 115.114.131.7 (India Mumbai)<br>• 115.114.115.7 (India Hyderabad)<br>• 213.19.144.110 (Amsterdam Netherlands)<br>• 213.244.140.110 (Germany)<br>• 103.122.166.55 (Australia Sydney)<br>• 103.122.167.55 (Australia Melbourne)<br>• 209.9.211.110 (Hong Kong SAR)<br>• 149.137.40.110 (Singapore)<br>• 64.211.144.160 (Brazil)<br>• 159.124.132.243 (Mexico)<br>• 159.124.168.213 (Canada Toronto)<br>• 65.39.152.160 (Canada Vancouver)<br>• 207.226.132.110 (Japan Tokyo)<br>• 149.137.24.110 (Japan Osaka)<br><br>Meeting ID: 992 8285 1029<br>Passcode: 818322</span><meta itemprop="description" content="CMU Accessibility Lunch Seminar SeriesAbout: This seminar series explores the evolution and future directions of accessibility research and practice. Each week, we discuss diverse facets of accessible and assistive technologies, featuring speakers from academia, industry, and beyond. The seminar is organised by the Accessibility Research Group at Carnegie Mellon University.Peya Mowar is inviting you to a scheduled Zoom meeting.Join Zoom Meetinghttps://cmu.zoom.us/j/99282851029?pwd=CUYhUGEykBYvMAGO2zwKeoig3abPzN.1Meeting ID: 992 8285 1029Passcode: a11y---One tap mobile+12678310333,,99282851029#,,,,*818322# US (Philadelphia)+14703812552,,99282851029#,,,,*818322# US (Atlanta)---Dial by your location• +1 267 831 0333 US (Philadelphia)• +1 470 381 2552 US (Atlanta)• +1 646 518 9805 US (New York)• +1 651 372 8299 US (Minnesota)• +1 786 635 1003 US (Miami)• +1 929 205 6099 US (New York)• +1 301 715 8592 US (Washington DC)• +1 312 626 6799 US (Chicago)• +1 470 250 9358 US (Atlanta)• +1 971 247 1195 US (Portland)• +1 206 337 9723 US (Seattle)• +1 213 338 8477 US (Los Angeles)• +1 253 215 8782 US (Tacoma)• +1 346 248 7799 US (Houston)• +1 602 753 0140 US (Phoenix)• +1 669 219 2599 US (San Jose)• +1 669 900 6833 US (San Jose)• +1 720 928 9299 US (Denver)Meeting ID: 992 8285 1029Passcode: 818322Find your local number: https://cmu.zoom.us/u/acS6qWzHCj---Join by SIP• 99282851029@zoomcrc.com---Join by H.323• 162.255.37.11 (US West)• 162.255.36.11 (US East)• 221.122.88.195 (Mainland China)• 115.114.131.7 (India Mumbai)• 115.114.115.7 (India Hyderabad)• 213.19.144.110 (Amsterdam Netherlands)• 213.244.140.110 (Germany)• 103.122.166.55 (Australia Sydney)• 103.122.167.55 (Australia Melbourne)• 209.9.211.110 (Hong Kong SAR)• 149.137.40.110 (Singapore)• 64.211.144.160 (Brazil)• 159.124.132.243 (Mexico)• 159.124.168.213 (Canada Toronto)• 65.39.152.160 (Canada Vancouver)• 207.226.132.110 (Japan Tokyo)• 149.137.24.110 (Japan Osaka)Meeting ID: 992 8285 1029Passcode: 818322"/></div></td></tr><tr><td style="font-size: 0; padding: 0; text-align: left; word-break: break-word;;padding-bottom:24px;"><div style="font-family: Roboto, sans-serif;font-style: normal; font-weight: 400; font-size: 14px; line-height: 20px; letter-spacing: 0.2px;color: #3c4043; text-decoration: none;" class="primary-text" role="presentation"><table border="0" cellpadding="0" cellspacing="0" role="presentation" style="padding-bottom: 4px;"><tr><td><h2 class="primary-text" style="font-size: 14px;color: #3c4043; text-decoration: none;font-weight: 700;-webkit-font-smoothing: antialiased;margin: 0; padding: 0;">Location</h2></td></tr></table><span itemprop="location" itemscope itemtype="http://schema.org/Place"><span itemprop="name" class="primary-text notranslate" style="font-family: Roboto, sans-serif;font-style: normal; font-weight: 400; font-size: 14px; line-height: 20px; letter-spacing: 0.2px;color: #3c4043; text-decoration: none;">GHC 6115, Gates and Hillman Centers, 3, Gates Hillman Complex, 4902 Forbes Ave, Pittsburgh, PA 15213, USA</span><br/><a href="https://www.google.com/maps/search/GHC+6115,+Gates+and+Hillman+Centers,+3,+Gates+Hillman+Complex,+4902+Forbes+Ave,+Pittsburgh,+PA+15213,+USA?hl=en" class="accent-text underline-on-hover" style="display: inline-block;;color: #1a73e8; text-decoration: none;font-weight: 700;" target="_blank" itemprop="map">View map</a></span></div></td></tr><tr><td style="font-size: 0; padding: 0; text-align: left; word-break: break-word;;padding-bottom:24px;"><div style="font-family: Roboto, sans-serif;font-style: normal; font-weight: 400; font-size: 14px; line-height: 20px; letter-spacing: 0.2px;color: #3c4043; text-decoration: none;" class="primary-text" role="presentation"><table border="0" cellpadding="0" cellspacing="0" role="presentation" style="padding-bottom: 4px;"><tr><td><h2 class="primary-text" style="font-size: 14px;color: #3c4043; text-decoration: none;font-weight: 700;-webkit-font-smoothing: antialiased;margin: 0; padding: 0;">Guests</h2></td></tr></table><div style="padding-bottom: 4px; text-align: left;;color: #3c4042;"><div><span itemprop="attendee" itemscope itemtype="http://schema.org/Person"><span itemprop="name" class="notranslate"><a class="primary-text underline-on-hover" style="display: inline-block;;color: #3c4043; text-decoration: none;" href="mailto:pmowar@andrew.cmu.edu">Peya Mowar</a></span><meta itemprop="email" content="pmowar@andrew.cmu.edu"/></span><span class="secondary-text" style="color: #70757a; text-decoration: none;"> - creator</span></div><div><span itemprop="attendee" itemscope itemtype="http://schema.org/Person"><span itemprop="name" class="notranslate"><a class="primary-text underline-on-hover" style="display: inline-block;;color: #3c4043; text-decoration: none;" href="mailto:accessibility-lunch@lists.andrew.cmu.edu">accessibility-lunch@lists.andrew.cmu.edu</a></span><meta itemprop="email" content="accessibility-lunch@lists.andrew.cmu.edu"/></span><span class="secondary-text" style="color: #70757a; text-decoration: none;"></span></div></div></div></td></tr></table></td></tr></tbody></table></div><!--[if mso | IE]></td><![endif]--><!--[if mso | IE]></tr></table><![endif]--></td></tr></tbody></table></td></tr></tbody></table></span></span></body></html>