The Science of Generative Architecture: Proceduralization

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The Science of Generative Architecture: Proceduralization

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ACM Sacramento Chapter presents – The Science of Generative Architecture: Proceduralization - A talk by Dr Ilke Demir, Senior Research Scientist at Intel Corporation on July 18, 2024

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The Science of Generative Architecture: Proceduralization

Abstract

Today is the time for Generative AI!

Manual creation of massive and detailed 3D models may take weeks, or months, even for experienced artists. In contrast, generative algorithms enable efficiently creating content coherent with the reality, as long as the representations are good approximations of the real world.

In this talk, I will introduce "proceduralization" to discover such generative representations from 2D and 3D data for synthesis, modeling, and reconstruction; combining computer vision, machine learning, and computational geometry approaches. I will briefly introduce geometry processing algorithms to discover artistic elements, and grammar discovery methods to extract procedural rules. The rest of the talk will be devoted to proceduralization applications for content creation, interactive editing, localization, mapping, and reconstruction. I will conclude by how similar constructions can be exploited in extracting shape abstractions in the context of geometric deep learning.

Meeting Link:

https://acm-org.zoom.us/j/92243960120?pwd=NlkrMEJheER4YlFhbmpaSk1Jc0ljZz09

Agenda:

5:00 - 5:15 pm PST : Networking

5:15 - 5:30 pm PST : Intro, Housekeeping and Chapter Activities

5:45 - 6:30 pm PST : Talk by Dr Ilke Demir, on The Science of Generative Architecture: Proceduralization

6:30 - 6:45 pm PST : Q & A

6:45 - 7:00 pm PST : Closing Comments and Open Discussions

Note: This will be a virtual event - zoom meeting link will be provided after registration.

ACM Sacramento Chapter Officers

Chairperson - Dr. Harsh Verma
Vice-Chairperson – Dr. Abida Mukarram
Treasurer - Michael Brady
Co-Chair, Semantic Web and Webmaster - Savita Farooqui

ACM LRCCDStudent Chapter

Chapter Patron:Dr. Abida Mukarram
Student Chapter President: Joe Vogel

ACM FCUSD Student Chapter

Chapter Patron: Ms Alicia Caddell
Student Chapter President: Zara Shaheen
Student Chapter Vice-President: William Lui
Student Chapter Officers: Praneel Chellapilla, Tuan Hoang, William Liu

Dr Ilke Demir

In the overlap of computer vision and machine learning, Dr. Ilke Demir's research focuses on generative models for digitizing the real world, deep fake detection and generation techniques, analysis and synthesis approaches in geospatial machine learning, and computational geometry for synthesis and fabrication. Currently, she is a Senior Staff Research Scientist at Intel Corporation.

Dr. Demir earned her Ph.D. and M.S. in Computer Science from Purdue University advised by Prof. Daniel Aliaga, and her B.S. in Computer Engineering from Middle East Technical University with a minor in Electrical Engineering. Her Ph.D. dissertation conceives geometric and topological shape processing approaches for reconstruction, modeling, and synthesis; which pioneered the area of proceduralization. Afterwards, Dr. Demir joined Facebook as a Postdoctoral Research Scientist working with Prof. Ramesh Raskar from MIT, where their team developed the breakthrough innovation on generative street addresses. Her research further included deep learning approaches for human behavior understanding in next generation virtual reality headsets, geospatial machine learning for map creation, and 3D reconstruction at scale.

At the intersection of art and science, Dr. Demir contributed to several animated feature and VR/AR short films in Pixar Animation Studios and Intel Studios, respectively. She established the research foundations of the worldÕs largest volumetric capture studio at Intel, bridging the gap between the creative process and AI approaches. Prior to joining Intel, she had a brief startup experience (with a successful acquisition), and she was also a visiting scholar at UCLA.

In addition to her publications in top-tier venues, she has organized workshops, competitions, and courses in deep learning, computer vision, and graphics such as DeepGlobe, SkelNetOn, WiCV, SUMO, DLGC, EarthVision, and OpenEDS, to name a few. Dr. Demir received numerous awards and honors such as Jack Dangermond Award, Bilsland Dissertation Fellowship, and IEEE Industry Distinguished Lecturer, in addition to her best paper/poster/reviewer awards. Her scientific articles received significant attention from researchers and media outlets around the world, such as The Independent, VentureBeat, MIT Tech Review, and Liberation. She has been invited to present over 50 talks and panels worldwide, on the wide range of topics that her work spans.

Dr. Demir has been actively involved in women in science organisms, always being an advocate for women and underrepresented minorities.

ACM involvement:

  • ACM SIGGRAPH member since 2011
  • Reviewer for ACM SIGGRAPH, TOG
  • ACM SIGGRAPH course contributor and BoF organizer in 2016, 2017, 2018

More information: http://ilkedemir.github.io

Image title

https://sacramento.acm.org/

When

Thu, Jul 18 2024

5:00 PM – 7:00 PM PDT
(Jul 19 2024, 12:00 AM GMT)
Where

Virtual Event: Zoom Link will be provided upon registration

1965 Birkmont Dr
Rancho Cordova, CA 95742
Venue Instructions

Virtual Event: Zoom Link will be provided upon registration.

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