This is a half-day workshop.
8:10 am - 8:15 am Opening Remarks
Alexei Skurikhin, Los Alamos National Laboratory, USA
8:15 am - 8:50 am Invited Talk: Quality over Quantity: Data Frugal Computer Vision for Microstructural Science
Elizabeth Holm, University of Michigan, USA
8:50 am - 9:25 am Invited Talk: Morphological Signatures of the Nuclear Fuel Cycle
Luther McDonald, University of Utah, USA
9:35 am - 10:15 am Oral Presentations:
VolRAFT: Volumetric Optical Flow Network for Digital Volume Correlation of Synchrotron Radiation-based Micro-CT Images of Bone-Implant Interfaces
Tak Ming Wong, Julian Moosmann, and Berit Zeller-Plumhoff
Self-Supervised Learning with Generative Adversarial Networks for Electron Microscopy
Bashir Kazimi, Karina Ruzaeva, and Stefan Sandfeld
Segment Anything Model for Grain Characterization in Hard Drive Design
Kai Nichols, Matthew Hauwiller, Nicholas Propes, Shaowei Wu, Stephanie Hernandez, and Mike Kautzky
Learning microstructure–property relationships in materials with robust features from vision transformers
Sheila E. Whitman, Guangyu Hu, and Marat I. Latypov
10:15 am - 11:00 am Poster Presentations & Break
Damage Detection and Localization by Learning Deep Features of Elastic Waves in Piezoelectric Ceramic Using Point Contact Method
Pragyan Banerjee, Pranjal Saxena, Nur M M Kalimullah, Amit Shelke, and Anowarul Habib
CS-UNet: A Flexible Segmentation Algorithm for Microscopy Images
Khaled Alrfou, Tian Zhao, and Amir Kordijaz
Training neural networks to classify chiral nanoparticle stereopairs using weakly labelled datasets
Alexander Pattison, Mary Scott, Peter Ercius, and Wolfgang Theis
Model editing for distribution shifts in uranium oxide morphological analysis
Davis Brown, Cody Nizinski, Madelyn Shapiro, Corey Fallon, Tianzhixi Yin, Henry Kvinge, and Jonathan H. Tu
VolRAFT: Volumetric Optical Flow Network for Digital Volume Correlation of Synchrotron Radiation-based Micro-CT Images of Bone-Implant Interfaces
Tak Ming Wong, Julian Moosmann, and Berit Zeller-Plumhoff
Self-Supervised Learning with Generative Adversarial Networks for Electron Microscopy
Bashir Kazimi, Karina Ruzaeva, and Stefan Sandfeld
Segment Anything Model for Grain Characterization in Hard Drive Design
Kai Nichols, Matthew Hauwiller, Nicholas Propes, Shaowei Wu, Stephanie Hernandez, and Mike Kautzky
Learning microstructure–property relationships in materials with robust features from vision transformers
Sheila E. Whitman, Guangyu Hu, and Marat I. Latypov
11:00 am - 11:35 am Invited Talk: Enhancing Microscopy Image Analysis with In-Domain Pre-trained Encoders
Joshua Stuckner, NASA Glenn Research Center, USA
11:35 am - 12:10 pm Invited Talk: Promptable Vision Foundation in the Wild: From Head to Tail
Jianwei Yang, Microsoft Research, Redmond, USA
12:15 pm - 12:45 pm Panel Discussion
Elizabeth Holm (University of Michigan), Luther McDonald (University of Utah), Joshua Stuckner (NASA Glenn Research Center), Jianwei Yang (Microsoft Research, Redmond)
12:45 pm - 12:50 pm Closing Remarks
Alexei Skurikhin, Los Alamos National Laboratory, USA