Mateus Espadoto

Publication Activity (10 Years)

Years Active: 2019-2023
Publications (10 Years): 28

Top Topics

Top Venues

VISIGRAPP (3: IVAPP)

SN Comput. Sci.

Publications

Mateus Espadoto, Youngjoo Kim, Scott C. Trager, Jos B. T. M. Roerdink, Alexandru C. Telea
Stabilizing and Simplifying Sharpened Dimensionality Reduction Using Deep Learning. SN Comput. Sci. 4 (3) (2023)
Artur A. M. Oliveira, Mateus Espadoto, Roberto Hirata Jr., Alexandru C. Telea
Stability Analysis of Supervised Decision Boundary Maps. SN Comput. Sci. 4 (3) (2023)
Mateus Espadoto, Gabriel Appleby, Ashley Suh, Dylan Cashman, Mingwei Li, Carlos Scheidegger, Erik W. Anderson, Remco Chang, Alexandru C. Telea
UnProjection: Leveraging Inverse-Projections for Visual Analytics of High-Dimensional Data. IEEE Trans. Vis. Comput. Graph. 29 (2) (2023)
Mateus Espadoto, Francisco Caio M. Rodrigues, Nina S. T. Hirata, Alexandru C. Telea
Visualizing High-Dimensional Functions with Dense Maps. SN Comput. Sci. 4 (3) (2023)
Diego Soler, Roberto Hirata, Mateus Espadoto
Modeling and Interpreting 6-D Object Pose Estimation. ICIP (2023)
Guilherme Pereira Bento Garcia, Carlos Henrique Grohmann, Lucas Pedrosa Soares, Mateus Espadoto
Relict landslide detection in rainforest areas using a combination of k-means clustering algorithm and Deep-Learning semantic segmentation models. CoRR (2022)
Gabriel Appleby, Mateus Espadoto, Rui Chen, Samuel Goree, Alexandru C. Telea, Erik W. Anderson, Remco Chang
HyperNP: Interactive Visual Exploration of Multidimensional Projection Hyperparameters. Comput. Graph. Forum 41 (3) (2022)
Artur A. M. Oliveira, Mateus Espadoto, Roberto Hirata Jr., Alexandru C. Telea
SDBM: Supervised Decision Boundary Maps for Machine Learning Classifiers. VISIGRAPP (3: IVAPP) (2022)
Youngjoo Kim, Mateus Espadoto, Scott C. Trager, Jos B. T. M. Roerdink, Alexandru C. Telea
SDR-NNP: Sharpened Dimensionality Reduction with Neural Networks. VISIGRAPP (3: IVAPP) (2022)
Zonglin Tian, Xiaorui Zhai, Gijs van Steenpaal, Lingyun Yu, Evanthia Dimara, Mateus Espadoto, Alexandru C. Telea
Quantitative and Qualitative Comparison of 2D and 3D Projection Techniques for High-Dimensional Data. Inf. 12 (6) (2021)
Mateus Espadoto, Nina S. T. Hirata, Alexandru C. Telea
Self-supervised Dimensionality Reduction with Neural Networks and Pseudo-labeling. VISIGRAPP (3: IVAPP) (2021)
Gabriel Appleby, Mateus Espadoto, Rui Chen, Samuel Goree, Alexandru C. Telea, Erik W. Anderson, Remco Chang
HyperNP: Interactive Visual Exploration of Multidimensional Projection Hyperparameters. CoRR (2021)
Mateus Espadoto, Rafael Messias Martins, Andreas Kerren, Nina S. T. Hirata, Alexandru C. Telea
Toward a Quantitative Survey of Dimension Reduction Techniques. IEEE Trans. Vis. Comput. Graph. 27 (3) (2021)
Mateus Espadoto, Francisco Caio M. Rodrigues, Nina S. T. Hirata, Alexandru C. Telea
OptMap: Using Dense Maps for Visualizing Multidimensional Optimization Problems. VISIGRAPP (3: IVAPP) (2021)
Mateus Espadoto, Gabriel Appleby, Ashley Suh, Dylan Cashman, Mingwei Li, Carlos Scheidegger, Erik W. Anderson, Remco Chang, Alexandru C. Telea
UnProjection: Leveraging Inverse-Projections for Visual Analytics of High-Dimensional Data. CoRR (2021)
Artur André Almeida de Macedo Oliveira, Mateus Espadoto, Roberto Hirata, Nina S. T. Hirata, Alexandru C. Telea
Improving Self-supervised Dimensionality Reduction: Exploring Hyperparameters and Pseudo-Labeling Strategies. VISIGRAPP (Revised Selected Papers) (2021)
Zonglin Tian, Xiaorui Zhai, Daan van Driel, Gijs van Steenpaal, Mateus Espadoto, Alexandru C. Telea
Using multiple attribute-based explanations of multidimensional projections to explore high-dimensional data. Comput. Graph. 98 (2021)
Mateus Espadoto, Nina S. T. Hirata, Alexandre X. Falcão, Alexandru C. Telea
Improving Neural Network-based Multidimensional Projections. VISIGRAPP (3: IVAPP) (2020)
Ana Martinazzo, Mateus Espadoto, Nina S. T. Hirata
Self-supervised Learning for Astronomical Image Classification. ICPR (2020)
Mateus Espadoto, Nina Sumiko Tomita Hirata, Alexandru C. Telea
Deep learning multidimensional projections. Inf. Vis. 19 (3) (2020)
Ana Martinazzo, Mateus Espadoto, Nina S. T. Hirata
Self-supervised Learning for Astronomical Image Classification. CoRR (2020)
Terri S. Modrakowski, Mateus Espadoto, Alexandre X. Falcão, Nina S. T. Hirata, Alexandru C. Telea
Improving Deep Learning Projections by Neighborhood Analysis. VISIGRAPP (Revised Selected Papers) (2020)
Ana Martinazzo, Mateus Espadoto, Nina S. T. Hirata
Deep Learning for Astronomical Object Classification: A Case Study. VISIGRAPP (5: VISAPP) (2020)
Mateus Espadoto, Eduardo Faccin Vernier, Alexandru C. Telea
Selecting and Sharing Multidimensional Projection Algorithms: A Practical View. VisGap@Eurographics/EuroVis (2020)
Mateus Espadoto, Francisco Caio Maia Rodrigues, Nina S. T. Hirata, Roberto Hirata Jr., Alexandru C. Telea
Deep Learning Inverse Multidimensional Projections. EuroVA@EuroVis (2019)
Mateus Espadoto, Nina S. T. Hirata, Alexandru C. Telea
Deep Learning Multidimensional Projections. CoRR (2019)
Francisco Caio M. Rodrigues, Mateus Espadoto, Roberto Hirata, Alexandru C. Telea
Constructing and Visualizing High-Quality Classifier Decision Boundary Maps. Inf. 10 (9) (2019)
Mateus Espadoto, Francisco Caio M. Rodrigues, Alexandru C. Telea
Visual Analytics of Multidimensional Projections for Constructing Classifier Decision Boundary Maps. VISIGRAPP (3: IVAPP) (2019)