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Research News

MURI Group Proposes New Framework for In-Between Imagery

The work of former postdoc Dr. Han with professors Lee and Gelb, "Learning in-between imagery dynamics via physical latent spaces”, has been published in the SIAM Journal on Scientific Computing. The work proposes a framework to learn the underlying dynamics between two images observed at consecutive time steps. The proposed method focuses on estimating the intermediary stages of image evolution, allowing for interpretability through latent dynamics while preserving spatial correlations with the image. By incorporating a latent variable that follows a physical model expressed in partial differential equations, the approach ensures the interpretability of the learned model and provides insight into corresponding image dynamics. The work also provides a series of numerical tests, including real SAR data, to demonstrate the robustness and effectiveness of the new framework. Click the video below for higher resolution. More demonstrations (including videos) can be found here.

video of intermediate stages between two time steps

Faculty News

Professor Rockmore Plays Pivotal Role in Northern Stage Production

Professor Dan Rockmore is featured in the Faculty of Arts and Sciences article “Shining a Spotlight on Humanity in a Digital Era”.

Professor Dan Rockmore

Special Event

Tadashi Tokieda of Stanford to give 2024 Prosser Lecture

Tadashi Tokieda of Stanford University will give the 2024 Reese T. Prosser Memorial Lecture, titled A world from a sheet of paper at 6 p.m. on Friday, October 4 in 008 Kemeny. (Click/tap image for full size poster.)

poster for Prosser lecture by Tadashi Tokieda, with photo and abstract
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Recent Publications

A census of cubic fourfolds over $\mathbb {F}_2$

Asher Auel, Avinash Kulkarni, Jack Petok, Jonah Weinbaum

Mathematics of Computation

Failure of the local-global principle for isotropy of quadratic forms over function fields

Asher Auel, V. Suresh

Algebra & Number Theory

A fixed-point formula for Dirac operators on Lie groupoids

Ahmad Reza Haj Saeedi Sadegh, Shiqi Liu, Yiannis Loizides, Jesus Sanchez

Journal of Functional Analysis

More publications

Upcoming Events:

Tuesday, October 15
1:15 p.m.
2:30 p.m.
3:30 p.m.
Thursday, October 17
10 a.m.
1:20 p.m.
3:15 p.m.
Tuesday, October 22
1:15 p.m.

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