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 | 904 | 2017 |
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 | 47 | 2021 |
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 | 34 | 2022 |
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 | 19 | 2018 |
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 | 18 | 2018 |
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 | 16 | 2015 |
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 | 15 | 2022 |
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 | 13 | 2015 |
Exploring 2d shape complexity E Chambers, T Emerson, C Grimm, K Leonard Research in Shape Analysis: WiSH2, Sirince, Turkey, June 2016, 61-83, 2018 | 11 | 2018 |
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 | 10 | 2019 |
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 | 8 | 2023 |
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 | 7 | 2020 |
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 | 6 | 2023 |
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 | 6 | 2019 |
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 | 6 | 2018 |
ICML 2023 topological deep learning challenge: design and results M Papillon, M Hajij, A Myers, F Frantzen, G Zamzmi, H Jenne, J Mathe, ... Topological, Algebraic and Geometric Learning Workshops 2023, 3-8, 2023 | 5 | 2023 |
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 | 5 | 2019 |
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 | 4 | 2021 |
Prediction and optimal scheduling of advertisements in linear television MJ Panaggio, PW Fok, GS Bhatt, S Burhoe, M Capps, CJ Edholm, ... arXiv preprint arXiv:1608.07305, 2016 | 4 | 2016 |
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 | 3 | 2024 |