Explainable AI in Computer Vision

SPEAKERS: 
Agata Lapedriza
Principal Research Scientist
LOCATION:
Northeastern University - Curry Student Center (room 340) or Zoom
Northeastern University - Curry Student Center (room 340) or Zoom
1 - 2 PM ET
  
May
  
15
  
2024
  -  
  
  

Agata Lapedriza, a principal research scientist at our Institute, presented her Expeditions in Experiential AI Seminar "Explainable AI in Computer Vision" on Wednesday, May 15, 2024 at Northeastern University's Curry Student Center and online.

Abstract

The goal of Explainable AI is to make AI systems and their decisions transparent and comprehensible to humans. This involves deploying different methodologies and techniques that provide insights on how the AI models work. For example, how they represent the information and how they establish the connections between the inputs and their corresponding outputs. In this talk, Agata will focus specifically on Computer Vision. She will briefly review the history of this field and will present different approaches that she have explored, such as Unit Interpretability and Class Activation Maps. Agata will show examples of Explainable AI applied to object recognition, action recognition, place categorization, and face classification. Finally, she will discuss how Explainable AI can be used to reveal bias in the data that has been encoded in the model during training.

Flip through Agata's slides here:

Bio

Agata Lapedriza is a Principal Research Scientist at Northeastern University (Institute for Experiential AI) and a Professor at Universitat Oberta de Catalunya. She is also an Affiliate Professor at Bouvé College of Health Sciences at Northeastern University and a Research Affiliate at Massachusetts Institute of Technology (MIT) Medialab. Her research focuses on Human-centered AI, with an emphasis on developing fair and reliable systems that can perceive and understand human behavior, expressions, and contextual information. She specializes in use cases related to Social Robotics and AI for Health and Wellness. Her expertise covers different topics, including Computer Vision, Language Models, Sensor Data, Affective Computing, and Responsible AI. From 2012 to 2015 she was a Visiting Professor at MIT CSAIL, where she worked on Computer Vision and Explainable AI. From 2017 to 2020 she was a Research Affiliate at MIT Medialab, where she worked on Emotion Perception, Emotionally-aware Dialog Systems, and Social Robotics. In 2020, she spent one year as a Visiting Faculty at Google (Cambridge, USA) and, more recently (2022-2023), she worked as a part-time contractor at Apple Machine Learning Research.

Keynote and Industry Speakers

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Northeastern University Speakers

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Agenda

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Trinity Coakley
Health Science and Psychology Student
Adam Woolley
Director of Assessment, Clinical Professor, Pharmacy and Health Systems Science
Elizabeth Mynatt
Dean of Khoury College of Computer Sciences
Sylvain Jaume
Director, School of Computer Science and Data Analytics
University of New England
Erin O'Neill
Candidate for M.S. in Health Informatics
Annika Schoene
Research Scientist
Doug Sawyer
Medical Director
Maine Medical
Karen Huhn
Professor of Physical Therapy and Program Director
Massachusetts College of Pharmacy and Health Sciences
David Harder
Professor & Director
University of Maine Institute of Medicine
Dan Koloski
Head of Learning Programs, Roux Institute and Professor of the Practice, College of Professional Studies
Northeastern University
Connie Yowell
Senior Advisor to the Provost
Northeastern University
Justin Manjourides
Associate Professor of Public Health and Health Sciences
Northeastern University
Aarti Sathyanarayana
Assistant Professor in Health Science and Computer Science
Northeastern University
Jeanne Latourelle
Senior Vice President, Precision Medicine
Aitia
John Brownstein
SVP and Chief Innovation Officer
Boston Children’s Hospital
Colleen Hole
Innovation Strategic Advisor
Atrium Health/Advocate Health
Jens Rueter
Chief Medical Officer; Medical Director
The Jackson Laboratory; Maine Cancer Genomics Initiative
Predrag Radivojac
Professor of Computer Science and Associate Dean of Research, Khoury College of Computer Science
Northeastern University
Jason Springs
Co-founder & CEO
Endpoint Health
Timothy Ruchti
Director Algorithms
Nihon Kohden Digital Health Solutions LLC
Isaac Kohane
Professor & Chair, Department of Biomedical Informatics
Harvard Medical School
Patricia Geli
Co-founder, Managing Director, and COO
C10 Labs
Crystal Brown
CEO & Co-Founder
CircNova
David Levine
Associate Professor and Clinical Director
Mass General Brigham
Marinka Zitnik
Assistant Professor, Department of Biomedical Informatics
Harvard Medical School
Larry Brilliant
CEO
Evity.AI
Rasu B. Shrestha
Chief Innovation and Commercialization Officer
Advocate Health
John Halamka
Dwight and Dian Diercks President
Mayo Clinic Platform
Hoda Sayed-Friel
Former Executive Vice President
MEDITECH
Yakov Bart
Associate Professor of Marketing at D'Amore-McKim School of Business
Northeastern University
Ricardo Baeza-Yates
Director of Research
Institute for Experiential AI
Michael Workman
Creative Director of the AI Literacy Lab
Northeastern University
Joanna Weiss
Executive Director of the AI Literacy Lab
Northeastern University
Sam Scarpino
Director of AI + Life Sciences
Institute for Experiential AI
David De Cremer
Dean of the D'Amore-McKim School of Business
Northeastern University
Ardeshir Contractor
Director of Research for AI4CaS
The Institute for Experiential AI
Manish Worlikar
Heads the Center of Excellence (CoE) for Artificial Intelligence and Advanced Analytics
Fidelity Institutional
Xuning (Mike) Tang
Associate Director of Responsible AI
Verizon
Ashok Srivastava
Senior VP and Chief Data Officer
Intuit
Jay Schuren
Chief Customer Officer
Data Robot
Rudina Seseri
Founder and Managing Partner
Glasswing Ventures
Dan Rosensweig
Chief Executive Officer
Chegg
Peter Norvig
Researcher
Google
Michael Nieset
Partner
Heidrick & Struggles
Dan Lothian
Executive Producer
The World
Aleksandar Lazarevic
Partner
Sigmoid Analytics
John Havens
Director of Emerging Technologies & Strategic Development
IEEE Standards Association
Michelle Gansle
VP of Global Insights and Analytics
McDonald's
Ronke Ekwensi
Vice President, Chief Data Officer
T-Mobile
Cynthia Dwork
Professor of Computer Science
Harvard University
Philip Brey
Professor of Philosophy and Ethics of Technology
The University of Twente
Linda Avery
Former CDAO
Verizon Communications, Federal Reserve Board of New York
Christo Wilson
Affiliate Faculty
Institute for Experiential AI
Cynthia Rudin
Professor of computer science
Duke University
Helen Nissenbaum
Professor
Cornell Tech
Tina Eliassi-Rad
Core Faculty
Institute for Experiential AI
John Basl
Core Faculty
Institute for Experiential AI
Byron Wallace
Core Faculty
Institute for Experiential AI
Sarah Ostadabbas
Core Faculty
Institute for Experiential AI
Alina Oprea
Associate professor, Khoury College of Computer Sciences
Northeastern University
Auroop Ganguly
Director of AI for Climate & Sustainability
Institute for Experiential AI
Ozlem Ergun
Distinguished Professor of Mechanical & Industrial Engineering
Northeastern University
Rai Winslow
Director of Life Science and Medical Research, Roux Institute
Affiliate Faculty, Institute for Experiential AI
Eugene Tunik
Director of AI + Health
Institute for Experiential AI
Melissa Landon
Technology and Business Strategist, AI in Life Sciences
Cyclica (Former)
Aileen Huang-Saad
Associate Professor of Bioengineering and Director of Life Sciences and Engineering
the Roux Institute
Laurent Audoly
Senior Advisor, AI Drug Discovery & Development
Institute for Experiential AI
Jared Auclair
Associate Dean of Professional Programs and Graduate Affairs; Director of the Biopharmaceutical Analysis Laboratory
Northeastern University
Emery Trahan
Interim Dean, D’Amore-McKim School of Business
Northeastern University
Hazel Sive
Dean, College of Science
Northeastern University
Carmen Sceppa
Dean, Bouvé College of Health Sciences
Northeastern University
Uta Poiger
Dean, College of Social Sciences and Humanities
Northeastern University
Beth Mynatt
Dean, Khoury College of Computer Sciences
Northeastern University
Elizabeth Hudson
Dean, College of Arts, Media and Design
Northeastern University
James Hackney
Dean, School of Law
Northeastern University
David Fields
Interim Dean, College of Professional Studies
Northeastern University
Gregory Abowd
Dean, College of Engineering
Northeastern University
David Madigan
Provost and SVP for Academic Affairs
Northeastern University
Lorena Jaume-Palasí
Founder and Executive Director
Ethical Tech Society
Rayid Ghani
Professor of Machine Learning and Public Policy
Carnegie Mellon University
Cansu Canca
Director of Responsible AI Practice
The Institute for Experiential AI
Silvio Amir
Core Faculty
Institute for Experiential AI
Mike Culhane
Group Chief Executive Officer
Pepper Money Group
Don Peppers
Author, Speaker & CX Expert
Vipin Mayar
Head of Customer Knowledge & Strategic Insights
Fidelity Investments
Steve Johnson
Senior Fellow & Advisor
Institute for Experiential AI
Gaia Bellone
Chief Data Scientist for Digital and Marketing
Prudential Financial
Nenshad Bardoliwalla
Chief Product Officer
Data Robot
Sammy Assefa
Head of AI | Research, Development, Innovation
US Bank
Lila Snyder
CEO
Bose
Jennifer Dy
Director of AI Faculty
Institute for Experiential AI
Usama Fayyad
Executive Director, Institute for Experiential AI
Professor of the Practice, Khoury College of Computer Sciences
David Roux‍
Managing Partner at BayPine
Joseph E. Aoun‍
President of Northeastern University
Kate
Assistant Director of Marketing
EAI

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Location: Northeastern University - Curry Student Center (room 340) or Zoom

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