Abstract
Neural fields are emerging as a new signal representation for computer vision, computer graphics, and more. The research community on neural fields are ever more expanding, and there is a need to derive a taxonomy of the different components and techniques of neural fields to create a design space we can work within. In our tutorial, we will define the taxonomical basis of the neural fields design space, and do a deep dive into each of the components of neural fields. Our tutorial will also feature invited talks to showcase some of the unique applications of neural fields.
Schedule
| Start Time | End Time | Chapter | Section | Presentor | |
| 9:00 AM | 9:45 AM | Introduction | Introduction & Motivation | Srinath / Towaki | |
| Website & Moderators | Or / Srinath | ||||
| 9:45 AM | 10:15 AM | Techniques | Architectures | Yiheng | |
| 10:15 AM | 10:30 AM | Break | |||
| 10:30 AM | 11:00 AM | Techniques | Hybrid Representations | Towaki | |
| 11:00 AM | 11:30 AM | Forward Maps | Yiheng | ||
| 11:30 AM | 12:00 PM | Generalization | Vincent | ||
| 12:00 PM | 12:30 PM | Manipulation / Editing | Or | ||
| 12:30 PM | 1:30 PM | Lunch | |||
| 1:30 PM | 2:00 PM | Applications | 3D Reconstruction | Vincent / James | |
| 2:00 PM | 2:20 PM | Generative Models | Towaki / Shunsuke | ||
| 2:20 PM | 2:40 PM | Humans | Shunsuke | ||
| 2:40 PM | 3:00 PM | Robotics | Srinath | ||
| 3:00 PM | 3:10 PM | Compression | Towaki | ||
| 3:15 PM | 3:30 PM | Break | |||
| 3:30 PM | 4:00 PM | Invited Speakers | Physics-Informed Neural Networks | Zongyi Li | |
| 4:00 PM | 4:30 PM | Neural fields for Science | Ellen Zhong | ||
| 4:30 PM | 5:00 PM | Could Neural Fields be Useful for Content Creation? | Alex Evans | ||
Invited Speakers
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Zongyi Li |
Ellen Zhong |
Alex Evans |
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Organizers
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Yiheng Xie |
Towaki Takikawa |
Shunsuke Saito |
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Or Litany |
James Tompkin |
Vincent Sitzmann |
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Srinath Sridhar |
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