| 1 |
Reward based Segmentation: Phase Mapping of 2D Polycrystalline Pd-Se Phases |
Kamyar Barakati (University of Tennessee,team lead), Aditya Raghavan (University of Tennessee) |
Drive Link 1 |
code link |
| 2 |
Z-Sense: Recovery of inelastic scattering in diffraction patterns via deep learning |
Dasol Yoon (Cornell University), Desheng Ma (Cornell University), Hari KP (Cornell University), Schuyler Shi (Cornell University), Zhaslan Baraissov (Cornell University) |
Drive Link 2 |
code link |
| 3 |
Automating AFM through model-driven image segmentation and classification |
Sam Welborn (NERSC/NCEM, team lead), Mikolaj Jakowski (UTK), Shawn Patrick (UTK), Alex Pattison (NCEM), Panos Manganaris, Sirisha Madugula (ORNL) |
Drive Link 3 |
code link |
| 4 |
Crop Benchmark: Benchmarking Image Cropping Techniques and Data Augmentation for Structure-Property Prediction Using Machine Learning |
Participant J (Affiliation 10,team lead), K (Affiliation 11), L (Affiliation 12) |
Drive Link 4 |
code link |
| 5 |
GANder: Ferroelastic–Ferroelectric Domains Observed by Image-to-Image Translation |
Ralph Bulanadi (University of Geneva, team lead), Kieran J Pang (Justus-Liebig-Universität Gießen), Michelle Wang (Technical University of Denmark) |
Drive Link 5 |
code link |
| 6 |
Unmasking biomacromolecular conformational dynamics from 2D analysis of subdomains dynamic modes and molecular kinetics |
Ian Addison-Smith(Institut de Ciència de Materials de Barcelona (ICMAB-CSIC), Barcelona, Spain), Willy Menacho(Institut de Ciència de Materials de Barcelona (ICMAB-CSIC), Barcelona, Spain) and Horacio V. Guzman(Institut de Ciència de Materials de Barcelona (ICMAB-CSIC), Barcelona, Spain) |
Drive Link 6 |
code link |
| 7 |
NA |
NA |
NA |
NA |
| 8 |
Micrography: Micrography is a python package with the goal of incorporating graph data for the analysis of electron microscope images. |
Participant V (Affiliation 22,team lead), W (Affiliation 23), X (Affiliation 24) |
Drive Link 8 |
code link |
| 9 |
Tip Reconstruction |
Srikar Rairao (University of Tennessee Knoxville, team lead), Nikola Kolev (University College London), Tommaso Rodani (AREA Science Park), Sergey Ilyev (Moscow Institute of Physics and Technology), Viktoriia Liu, Mikhail Petrov (Tufts University) |
Drive Link 9 |
code link1 code link2 |
| 10 |
GAeN: Automated Nanoparticle Detection in Microscope Images |
Participant B1 (Affiliation 28,team lead), C1 (Affiliation 29), D1 (Affiliation 30) |
Drive Link 10 |
code link |
| 11 |
On-the-fly TEM Image Analysis for Nanoparticle Synthesis Characterization |
Participant Xingzhi Wang (UIUC,team lead), Lehan Yao (PNNL), Zhiheng Lyu (UIUC), Fanzhi Su (University of Cambridge), Pawan Vedanti (UPenn) |
Drive Link 11 |
code link |
| 12 |
CT4Batt: A pipeline for Analyzing X-ray Chromatography Battery Images |
Forrest Laskowski (Solid Power Operating Inc, Team lead) and Amir Taqieddin (Solid Power Operating Inc) |
Drive Link 12 |
code link |
| 13 |
AutoScriptCopilot |
Participant Xiangyu Yin (Argonne National Laboratory), Yi Jiang (Argonne National Laboratory), Yu-Tsun Shao (University of Southern California), Benjamin Fein-Ashley (University of Southern California) |
Drive Link 13 |
code link |
| 14 |
AI-powered thermal mapping in EiTEx for single photon detection |
Participant N1 (Affiliation 40,team lead), O1 (Affiliation 41), P1 (Affiliation 42) |
Drive Link 14 |
code link |
| 15 |
Unsupervised Classification of Ferroelectric Domains |
Grace Guinan (NREL,team lead), Maddie Van Winkle (NREL), Addie Salvador (NREL), Arman Ter-Petrosyan, (UC Irvine) |
Drive Link 15 |
code link |
| 16 |
MicroscopyLLM |
Adib Bazgir (University of Missouri-Columbia), Rama chandra Praneeth Madugula (New York University), Yuwen Zhang (University of Missouri-Columbia) |
Drive Link 16 |
code link |
| 17 |
Tip Artefact: Remove tip-shape induced artifacts in AFM images with machine learning |
Participant W1 (Affiliation 49,team lead), X1 (Affiliation 50), Y1 (Affiliation 51) |
Drive Link 17 |
code link |
| 18 |
Oxidation: Mixed valence/oxidation state characterization from XAS/EELS using Neural-Networks |
Participant Z1 (Affiliation 52), A2 (Affiliation 53,team lead), B2 (Affiliation 54) |
Drive Link 18 |
code link |
| 19 |
Using LLM to enable bag-of-features segmentation of the metallographic images |
Sergei V. Kalinin(University of Tennessee,team lead) and Vivek Chawla(University of Tennessee) |
Drive Link 19 |
code link |
| 20 |
Structure Discovery through Image-to-Graph Machine Learning Model |
Lauri Kurki (Aalto University, team lead), Harshit Sethi (Aalto University), Jie Huang (Aalto University) |
Drive Link 20 |
code link |