Mateus Espadoto

34 papers B 2Journal 17Unranked 15
YearRankTypeTitle / Venue / Authors
2026 — conf
Efficient Video Segmentation with Differential Networks.
VISAPP (1)
Artur A. M. Oliveira, Mateus Espadoto, Roberto M. Cesar Jr., Roberto Hirata Jr.
2026 — conf
Graph Memory: A Structured and Interpretable Framework for Modality-Agnostic Embedding-Based Inference.
VISAPP (1)
Artur A. M. Oliveira, Mateus Espadoto, Roberto M. Cesar Jr., Roberto Hirata Jr.
2026 — conf
Towards Interpretable Multimodal Embeddings: A QR-Based Prototype Projection Approach.
GRIVAPP
João Vitor T. Leal, Artur A. M. Oliveira, Mateus Espadoto, Roberto M. Cesar Jr., Roberto Hirata Jr.
2025 J jnl
Creating User-steerable Projections with Interactive Semantic Mapping.
CoRR
Artur A. M. Oliveira, Mateus Espadoto, Roberto Hirata Jr., Roberto M. Cesar Jr., Alexandru C. Telea
2025 — conf
Improving Image Classification Tasks Using Fused Embeddings and Multimodal Models.
VISIGRAPP (2): VISAPP
Artur A. M. Oliveira, Mateus Espadoto, Roberto Hirata Jr., Roberto M. Cesar Jr.
2025 J jnl
Knowledge Graphs as Structured Memory for Embedding Spaces: From Training Clusters to Explainable Inference.
CoRR
Artur A. M. Oliveira, Mateus Espadoto, Roberto M. Cesar Jr., Roberto Hirata Jr.
2023 B conf
Modeling and Interpreting 6-D Object Pose Estimation.
ICIP
Diego Soler, Roberto Hirata, Mateus Espadoto
2023 J jnl
Stability Analysis of Supervised Decision Boundary Maps.
SN Comput. Sci.
Artur A. M. Oliveira, Mateus Espadoto, Roberto Hirata Jr., Alexandru C. Telea
2023 J jnl
Stabilizing and Simplifying Sharpened Dimensionality Reduction Using Deep Learning.
SN Comput. Sci.
Mateus Espadoto, YoungJoo Kim, Scott C. Trager, Jos B. T. M. Roerdink, Alexandru C. Telea
2023 J jnl
UnProjection: Leveraging Inverse-Projections for Visual Analytics of High-Dimensional Data.
IEEE Trans. Vis. Comput. Graph.
Mateus Espadoto, Gabriel Appleby, Ashley Suh, Dylan Cashman, Mingwei Li, Carlos Scheidegger, Erik W. Anderson, Remco Chang, Alexandru C. Telea
2023 J jnl
Visualizing High-Dimensional Functions with Dense Maps.
SN Comput. Sci.
Mateus Espadoto, Francisco Caio M. Rodrigues, Nina S. T. Hirata, Alexandru C. Telea
2022 J jnl
HyperNP: Interactive Visual Exploration of Multidimensional Projection Hyperparameters.
Comput. Graph. Forum
Gabriel Appleby, Mateus Espadoto, Rui Chen, Samuel Goree, Alexandru C. Telea, Erik W. Anderson, Remco Chang
2022 J jnl
Relict landslide detection in rainforest areas using a combination of k-means clustering algorithm and Deep-Learning semantic segmentation models.
CoRR
Guilherme Pereira Bento Garcia, Carlos Henrique Grohmann, Lucas Pedrosa Soares, Mateus Espadoto
2022 — conf
SDBM: Supervised Decision Boundary Maps for Machine Learning Classifiers.
VISIGRAPP (3: IVAPP)
Artur A. M. Oliveira, Mateus Espadoto, Roberto Hirata Jr., Alexandru C. Telea
2022 — conf
SDR-NNP: Sharpened Dimensionality Reduction with Neural Networks.
VISIGRAPP (3: IVAPP)
YoungJoo Kim, Mateus Espadoto, Scott C. Trager, Jos B. T. M. Roerdink, Alexandru C. Telea
2021 J jnl
HyperNP: Interactive Visual Exploration of Multidimensional Projection Hyperparameters.
CoRR
Gabriel Appleby, Mateus Espadoto, Rui Chen, Samuel Goree, Alexandru C. Telea, Erik W. Anderson, Remco Chang
2021 — conf
Improving Self-supervised Dimensionality Reduction: Exploring Hyperparameters and Pseudo-Labeling Strategies.
VISIGRAPP (Revised Selected Papers)
Artur André Almeida de Macedo Oliveira, Mateus Espadoto, Roberto Hirata, Nina S. T. Hirata, Alexandru C. Telea
2021 — conf
OptMap: Using Dense Maps for Visualizing Multidimensional Optimization Problems.
VISIGRAPP (3: IVAPP)
Mateus Espadoto, Francisco Caio M. Rodrigues, Nina S. T. Hirata, Alexandru C. Telea
2021 J jnl
Quantitative and Qualitative Comparison of 2D and 3D Projection Techniques for High-Dimensional Data.
Inf.
Zonglin Tian, Xiaorui Zhai, Gijs van Steenpaal, Lingyun Yu, Evanthia Dimara, Mateus Espadoto, Alexandru C. Telea
2021 — conf
Self-supervised Dimensionality Reduction with Neural Networks and Pseudo-labeling.
VISIGRAPP (3: IVAPP)
Mateus Espadoto, Nina S. T. Hirata, Alexandru C. Telea
2021 J jnl
Toward a Quantitative Survey of Dimension Reduction Techniques.
IEEE Trans. Vis. Comput. Graph.
Mateus Espadoto, Rafael Messias Martins, Andreas Kerren, Nina S. T. Hirata, Alexandru C. Telea
2021 J jnl
UnProjection: Leveraging Inverse-Projections for Visual Analytics of High-Dimensional Data.
CoRR
Mateus Espadoto, Gabriel Appleby, Ashley Suh, Dylan Cashman, Mingwei Li, Carlos Scheidegger, Erik W. Anderson, Remco Chang, Alexandru C. Telea
2021 J jnl
Using multiple attribute-based explanations of multidimensional projections to explore high-dimensional data.
Comput. Graph.
Zonglin Tian, Xiaorui Zhai, Daan van Driel, Gijs van Steenpaal, Mateus Espadoto, Alexandru C. Telea
2020 — conf
Deep Learning for Astronomical Object Classification: A Case Study.
VISIGRAPP (5: VISAPP)
Ana Martinazzo, Mateus Espadoto, Nina S. T. Hirata
2020 J jnl
Deep learning multidimensional projections.
Inf. Vis.
Mateus Espadoto, Nina Sumiko Tomita Hirata, Alexandru C. Telea
2020 — conf
Improving Deep Learning Projections by Neighborhood Analysis.
VISIGRAPP (Revised Selected Papers)
Terri S. Modrakowski, Mateus Espadoto, Alexandre X. Falcão, Nina S. T. Hirata, Alexandru C. Telea
2020 — conf
Improving Neural Network-based Multidimensional Projections.
VISIGRAPP (3: IVAPP)
Mateus Espadoto, Nina S. T. Hirata, Alexandre X. Falcão, Alexandru C. Telea
2020 — conf
Selecting and Sharing Multidimensional Projection Algorithms: A Practical View.
VisGap@Eurographics/EuroVis
Mateus Espadoto, Eduardo Faccin Vernier, Alexandru C. Telea
2020 B conf
Self-supervised Learning for Astronomical Image Classification.
ICPR
Ana Martinazzo, Mateus Espadoto, Nina S. T. Hirata
2020 J jnl
Self-supervised Learning for Astronomical Image Classification.
CoRR
Ana Martinazzo, Mateus Espadoto, Nina S. T. Hirata
2019 J jnl
Constructing and Visualizing High-Quality Classifier Decision Boundary Maps.
Inf.
Francisco Caio M. Rodrigues, Mateus Espadoto, Roberto Hirata, Alexandru C. Telea
2019 — conf
Deep Learning Inverse Multidimensional Projections.
EuroVA@EuroVis
Mateus Espadoto, Francisco Caio Maia Rodrigues, Nina S. T. Hirata, Roberto Hirata Jr., Alexandru C. Telea
2019 J jnl
Deep Learning Multidimensional Projections.
CoRR
Mateus Espadoto, Nina S. T. Hirata, Alexandru C. Telea
2019 — conf
Visual Analytics of Multidimensional Projections for Constructing Classifier Decision Boundary Maps.
VISIGRAPP (3: IVAPP)
Mateus Espadoto, Francisco Caio M. Rodrigues, Alexandru C. Telea