Toward a quantitative survey of dimension reduction techniques M Espadoto, RM Martins, A Kerren, NST Hirata, AC Telea IEEE transactions on visualization and computer graphics 27 (3), 2153-2173, 2019 | 329 | 2019 |
Deep learning multidimensional projections M Espadoto, NST Hirata, AC Telea Information Visualization 19 (3), 247-269, 2020 | 72 | 2020 |
On the discovery of stars, quasars, and galaxies in the Southern Hemisphere with S-PLUS DR2 L Nakazono, C Mendes de Oliveira, NST Hirata, S Jeram, C Queiroz, ... Monthly Notices of the Royal Astronomical Society 507 (4), 5847-5868, 2021 | 36 | 2021 |
Constructing and visualizing high-quality classifier decision boundary maps FCM Rodrigues, M Espadoto, R Hirata Jr, AC Telea Information 10 (9), 280, 2019 | 31 | 2019 |
Self-supervised dimensionality reduction with neural networks and pseudo-labeling M Espadoto, NST Hirata, AC Telea Proceedings, 2021 | 23 | 2021 |
Deep learning inverse multidimensional projections M Espadoto, F Rodrigues, NST Hirata, AC Telea Proceedings, 2019 | 19 | 2019 |
Unprojection: Leveraging inverse-projections for visual analytics of high-dimensional data M Espadoto, G Appleby, A Suh, D Cashman, M Li, C Scheidegger, ... IEEE Transactions on Visualization and Computer Graphics 29 (2), 1559-1572, 2021 | 17 | 2021 |
Using multiple attribute-based explanations of multidimensional projections to explore high-dimensional data Z Tian, X Zhai, D van Driel, G van Steenpaal, M Espadoto, A Telea Computers & Graphics 98, 93-104, 2021 | 16 | 2021 |
Visual Analytics of Multidimensional Projections for Constructing Classifier Decision Boundary Maps. M Espadoto, FCM Rodrigues, AC Telea VISIGRAPP (3: IVAPP), 28-38, 2019 | 15 | 2019 |
SDBM: supervised decision boundary maps for machine learning classifiers AAAM Oliveira, M Espadoto, R Hirata Júnior, AC Telea Proceedings, 2022 | 10 | 2022 |
Self-supervised learning for astronomical image classification A Martinazzo, M Espadoto, NST Hirata 2020 25th International Conference on Pattern Recognition (ICPR), 4176-4182, 2021 | 10 | 2021 |
Deep learning for astronomical object classification: a case study ACRC Martinazzo, M Espadoto, NST Hirata Proceedings, 2020 | 10 | 2020 |
Improving neural network-based multidimensional projections M Espadoto, NST Hirata, AX Falcão, AC Telea Proceedings, 2020 | 8 | 2020 |
Quantitative and qualitative comparison of 2D and 3D projection techniques for high-dimensional data Z Tian, X Zhai, G van Steenpaal, L Yu, E Dimara, M Espadoto, A Telea Information 12 (6), 239, 2021 | 7 | 2021 |
OptMap: using dense maps for visualizing multidimensional optimization problems M Espadoto, FCM Rodrigues, NST Hirata, AC Telea Proceedings, 2021 | 7 | 2021 |
Relict landslide detection using deep-learning architectures for image segmentation in rainforest areas: a new framework GPB Garcia, LP Soares, M Espadoto, CH Grohmann International Journal of Remote Sensing 44 (7), 2168-2195, 2023 | 6 | 2023 |
SDR-NNP: Sharpened Dimensionality Reduction with Neural Networks. Y Kim, M Espadoto, SC Trager, JBTM Roerdink, AC Telea VISIGRAPP (3: IVAPP), 63-76, 2022 | 6 | 2022 |
HyperNP: Interactive visual exploration of multidimensional projection hyperparameters G Appleby, M Espadoto, R Chen, S Goree, AC Telea, EW Anderson, ... Computer Graphics Forum 41 (3), 169-181, 2022 | 5 | 2022 |
Improving deep learning projections by neighborhood analysis TS Modrakowski, M Espadoto, AX Falcão, NST Hirata, A Telea International Joint Conference on Computer Vision, Imaging and Computer …, 2020 | 5 | 2020 |
IEEE Transactions on Visualization and Computer Graphics M Espadoto, RM Martins, A Kerren, NS Hirata, AC Telea | 5 | 2019 |