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Tegan Emerson
Tegan Emerson
Senior Data Scientist
Verified email at pnnl.gov
Title
Cited by
Cited by
Year
Persistence images: A stable vector representation of persistent homology
H Adams, T Emerson, M Kirby, R Neville, C Peterson, P Shipman, ...
Journal of Machine Learning Research 18 (8), 1-35, 2017
9442017
Topological data analysis of task-based fMRI data from experiments on schizophrenia
BJ Stolz, T Emerson, S Nahkuri, MA Porter, HA Harrington
Journal of Physics: Complexity 2 (3), 035006, 2021
522021
On the symmetries of deep learning models and their internal representations
C Godfrey, D Brown, T Emerson, H Kvinge
Advances in Neural Information Processing Systems 35, 11893-11905, 2022
412022
Motion segmentation via generalized curvatures
RT Arn, P Narayana, T Emerson, BA Draper, M Kirby, C Peterson
IEEE transactions on pattern analysis and machine intelligence 41 (12), 2919 …, 2018
182018
Transport-based model for turbulence-corrupted imagery
JM Nichols, TH Emerson, L Cattell, S Park, A Kanaev, F Bucholtz, ...
Applied optics 57 (16), 4524-4536, 2018
182018
In what ways are deep neural networks invariant and how should we measure this?
H Kvinge, T Emerson, G Jorgenson, S Vasquez, T Doster, J Lew
Advances in Neural Information Processing Systems 35, 32816-32829, 2022
162022
Persistence images: An alternative persistent homology representation
S Chepushtanova, T Emerson, E Hanson, M Kirby, F Motta, R Neville, ...
arXiv preprint arXiv:1507.06217 7, 2015
162015
Fourier-ring descriptor to characterize rare circulating cells from images generated using immunofluorescence microscopy
T Emerson, M Kirby, K Bethel, A Kolatkar, M Luttgen, S O’Hara, P Newton, ...
Computerized Medical Imaging and Graphics 40, 70-87, 2015
132015
Exploring 2d shape complexity
E Chambers, T Emerson, C Grimm, K Leonard
Research in Shape Analysis: WiSH2, Sirince, Turkey, June 2016, 61-83, 2018
112018
Parameters, properties, and process: Conditional neural generation of realistic sem imagery toward ml-assisted advanced manufacturing
S Howland, L Kassab, K Kappagantula, H Kvinge, T Emerson
Integrating Materials and Manufacturing Innovation 12 (1), 1-10, 2023
92023
A transport model for broadening of a linearly polarized, coherent beam due to inhomogeneities in a turbulent atmosphere
JM Nichols, TH Emerson, GK Rohde
Journal of Modern Optics 66 (8), 835-849, 2019
92019
Do neural networks trained with topological features learn different internal representations?
S McGuire, S Jackson, T Emerson, H Kvinge
NeurIPS Workshop on Symmetry and Geometry in Neural Representations, 122-136, 2023
82023
Icml 2023 topological deep learning challenge: Design and results
M Papillon, M Hajij, A Myers, H Jenne, J Mathe, T Papamarkou, ...
Topological, Algebraic and Geometric Learning Workshops 2023, 3-8, 2023
72023
Argumentative topology: Finding loop (holes) in logic
S Tymochko, Z New, L Bynum, E Purvine, T Doster, J Chaput, T Emerson
arXiv preprint arXiv:2011.08952, 2020
72020
Generative and encoded anomaly detectors
TH Emerson, JA Edelberg, T Doster, N Merrill, CC Olson
2019 10th Workshop on Hyperspectral Imaging and Signal Processing: Evolution …, 2019
62019
Generalist multimodal ai: A review of architectures, challenges and opportunities
S Munikoti, I Stewart, S Horawalavithana, H Kvinge, T Emerson, ...
arXiv preprint arXiv:2406.05496, 2024
52024
Path-Based Dictionary Augmentation: A Framework for Improving -Sparse Image Processing
TH Emerson, CC Olson, T Doster
IEEE Transactions on Image Processing 29, 1259-1270, 2019
52019
TopFusion: Using topological feature space for fusion and imputation in multi-modal data
A Myers, H Kvinge, T Emerson
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2023
42023
Con connections: Detecting fraud from abstracts using topological data analysis
S Tymochko, J Chaput, T Doster, E Purvine, J Warley, T Emerson
2021 20th IEEE International Conference on Machine Learning and Applications …, 2021
42021
Path orthogonal matching pursuit for sparse reconstruction and denoising of SWIR maritime imagery
T Doster, T Emerson, C Olson
Proceedings of the IEEE Conference on Computer Vision and Pattern …, 2018
42018
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Articles 1–20