Soumya Dutta

According to our database, Soumya Dutta authored at least 41 papers between 2009 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

Uncertainty-Aware Deep Neural Representations for Visual Analysis of Vector Field Data.

Atul Kumar, Siddharth Garg, Soumya Dutta

IEEE Trans. Vis. Comput. Graph., January, 2025

The ECP ALPINE project: In situ and post hoc visualization infrastructure and analysis capabilities for exascale.

James P. Ahrens, Marco Arienti, Utkarsh Ayachit, Janine Bennett, Roba Binyahib, Ayan Biswas, Peer-Timo Bremer, Eric Brugger, Roxana Bujack, Hamish A. Carr, Jieyang Chen, Hank Childs, Soumya Dutta, Abdelilah Essiari, Berk Geveci, Cyrus Harrison, Subhashis Hazarika, Megan Hickman Fulp, Petar Hristov, Xuan Huang, Joseph A. Insley, Yuya Kawakami, Chloe Keilers, James Kress, Matthew Larsen, Dan Lipsa, Meghanto Majumder, Nicole Marsaglia, Victor A. Mateevitsi, Valerio Pascucci, John Patchett, Saumil Patel, Steve Petruzza, David Pugmire, Silvio Rizzi, David H. Rogers, Oliver Rübel, Jorge Sebastian Salinas, Sudhanshu Sane, Sergei Shudler, Alexandra Stewart, Karen C. Tsai, Terece L. Turton, Will Usher, Zhe Wang, Gunther H. Weber, Corey Wetterer-Nelson, Jonathan Woodring, Abhishek Yenpure

Int. J. High Perform. Comput. Appl., 2025

2024

Visual Analysis of Prediction Uncertainty in Neural Networks for Deep Image Synthesis.

Soumya Dutta, Faheem Nizar, Ahmad Amaan, Ayan Acharya

CoRR, 2024

Uncertainty-Informed Volume Visualization using Implicit Neural Representation.

Shanu Saklani, Chitwan Goel, Shrey Bansal, Zhe Wang, Soumya Dutta, Tushar M. Athawale, David Pugmire, Christopher R. Johnson

Proceedings of the IEEE Workshop on Uncertainty Visualization: Applications, 2024

IEEE LDAV 2024 Preface.

Johanna Beyer, Steffen Frey, Guido Reina, Silvio Rizzi, Gunther H. Weber, Soumya Dutta, Nicole Marsaglia, Peer-Timo Bremer, Kenneth Moreland, Kristi Potter, Julien Tierny, Chaoli Wang, Hongfeng Yu

Proceedings of the 14th IEEE Symposium on Large Data Analysis and Visualization, 2024

Zero Shot Audio To Audio Emotion Transfer With Speaker Disentanglement.

Soumya Dutta, Sriram Ganapathy

Proceedings of the IEEE International Conference on Acoustics, 2024

2023

Dynamic Spatio-Temporal Summarization using Information Based Fusion.

Humayra Tasnim, Soumya Dutta, Melanie E. Moses

CoRR, 2023

HCAM - Hierarchical Cross Attention Model for Multi-modal Emotion Recognition.

Soumya Dutta, Sriram Ganapathy

CoRR, 2023

Preface IEEE LDAV 2023.

Peer-Timo Bremer, Kristi Potter, Steffen Frey, Silvio Rizzi, Gunther H. Weber, Soumya Dutta, Jonas Lukasczyk, Nicole Marsaglia

Proceedings of the 13th IEEE Symposium on Large Data Analysis and Visualization, 2023

A Direct Piezoresistive Method to Transduce Electromechanical Motion in Self-Sensing Suspended NanoStructures.

Sudarsan Majumder, Soumya Dutta

Proceedings of the 2023 IEEE SENSORS, Vienna, Austria, October 29 - Nov. 1, 2023, 2023

Simple Fabrication Process for High-Sensitive Flexible Capacitive Force Sensor Using PDMS.

Pranav Deshpande, Prasanna Kumar Routray, Soumya Dutta, Manivannan M.

Proceedings of the 2023 IEEE SENSORS, Vienna, Austria, October 29 - Nov. 1, 2023, 2023

2022

Geometry-Driven Detection, Tracking and Visual Analysis of Viscous and Gravitational Fingers.

Jiayi Xu, Soumya Dutta, Wenbin He, Joachim Moortgat, Han-Wei Shen

IEEE Trans. Vis. Comput. Graph., 2022

In situ feature analysis for large-scale multiphase flow simulations.

Soumya Dutta, Terece L. Turton, David H. Rogers, Jordan M. Musser, James P. Ahrens, Ann S. Almgren

J. Comput. Sci., 2022

Information-Theoretic Exploration of Multivariate Time-Varying Image Databases.

Humayra Tasnim, Soumya Dutta, Terece L. Turton, David H. Rogers, Melanie E. Moses

Comput. Sci. Eng., 2022

In Situ Data Summaries for Flexible Feature Analysis in Large-Scale Multiphase Flow Simulations.

Soumya Dutta, Terece L. Turton, David H. Rogers, Jordan M. Musser, James P. Ahrens, Ann S. Almgren

CoRR, 2022

In Situ Analysis and Visualization of Extreme-Scale Particle Simulations.

Soumya Dutta, Dan Lipsa, Terece L. Turton, Berk Geveci, James P. Ahrens

Proceedings of the High Performance Computing. ISC High Performance 2022 International Workshops - Hamburg, Germany, May 29, 2022

Multimodal Transformer with Learnable Frontend and Self Attention for Emotion Recognition.

Soumya Dutta, Sriram Ganapathy

Proceedings of the IEEE International Conference on Acoustics, 2022

2021

Probabilistic Data-Driven Sampling via Multi-Criteria Importance Analysis.

Ayan Biswas, Soumya Dutta, Earl Lawrence, John Patchett, Jon C. Calhoun, James P. Ahrens

IEEE Trans. Vis. Comput. Graph., 2021

A Confidence-Guided Technique for Tracking Time-Varying Features.

Soumya Dutta, Terece L. Turton, James P. Ahrens

Comput. Sci. Eng., 2021

Feature Analysis, Tracking, and Data Reduction: An Application to Multiphase Reactor Simulation MFiX-Exa for In-Situ Use Case.

Ayan Biswas, James P. Ahrens, Soumya Dutta, Jordan M. Musser, Ann S. Almgren, Terece L. Turton

Comput. Sci. Eng., 2021

In Situ Climate Modeling for Analyzing Extreme Weather Events.

Soumya Dutta, Natalie Klein, Li Tang, Jonathan David Wolfe, Luke Van Roekel, James Joseph Benedict, Ayan Biswas, Earl Lawrence, Nathan M. Urban

Proceedings of the ISAV@SC 21: In Situ Infrastructures for Enabling Extreme-Scale Analysis and Visualization, 2021

In Situ Adaptive Spatio-Temporal Data Summarization.

Soumya Dutta, Humayra Tasnim, Terece L. Turton, James P. Ahrens

Proceedings of the 2021 IEEE International Conference on Big Data (Big Data), 2021

2020

A terminology for in situ visualization and analysis systems.

Hank Childs, Sean Ahern, James P. Ahrens, Andrew C. Bauer, Janine Bennett, E. Wes Bethel, Peer-Timo Bremer, Eric Brugger, Joseph Cottam, Matthieu Dorier, Soumya Dutta, Jean M. Favre, Thomas Fogal, Steffen Frey, Christoph Garth, Berk Geveci, William F. Godoy, Charles D. Hansen, Cyrus Harrison, Bernd Hentschel, Joseph A. Insley, Christopher R. Johnson, Scott Klasky, Aaron Knoll, James Kress, Matthew Larsen, Jay F. Lofstead, Kwan-Liu Ma, Preeti Malakar, Jeremy S. Meredith, Kenneth Moreland, Paul A. Navrátil, Patrick O'Leary, Manish Parashar, Valerio Pascucci, John Patchett, Tom Peterka, Steve Petruzza, Norbert Podhorszki, David Pugmire, Michel E. Rasquin, Silvio Rizzi, David H. Rogers, Sudhanshu Sane, Franz Sauer, Robert Sisneros, Han-Wei Shen, Will Usher, Rhonda Vickery, Venkatram Vishwanath, Ingo Wald, Ruonan Wang, Gunther H. Weber, Brad Whitlock, Matthew Wolf, Hongfeng Yu, Sean B. Ziegeler

Int. J. High Perform. Comput. Appl., 2020

2019

CoDDA: A Flexible Copula-based Distribution Driven Analysis Framework for Large-Scale Multivariate Data.

Subhashis Hazarika, Soumya Dutta, Han-Wei Shen, Jen-Ping Chen

IEEE Trans. Vis. Comput. Graph., 2019

Multivariate Pointwise Information-Driven Data Sampling and Visualization.

Soumya Dutta, Ayan Biswas, James P. Ahrens

Entropy, 2019

Leveraging Lagrangian Analysis for Discriminating Nutrient Origins.

Soumya Dutta, Riley X. Brady, Mathew E. Maltrud, Philip J. Wolfram, Roxana Bujack

Proceedings of the 7th Workshop on Visualisation in Environmental Sciences, 2019

Objective Finite-Time Saddles and their Connection to FTLE.

Roxana Bujack, Soumya Dutta, Irene Baeza Rojo, Duan Zhang, Tobias Günther

Proceedings of the 21st Eurographics Conference on Visualization, 2019

2018

Information Guided Exploration of Scalar Values and Isocontours in Ensemble Datasets.

Subhashis Hazarika, Ayan Biswas, Soumya Dutta, Han-Wei Shen

Entropy, 2018

A flexible system for in situ triggers.

Matthew Larsen, Amy Woods, Nicole Marsaglia, Ayan Biswas, Soumya Dutta, Cyrus Harrison, Hank Childs

Proceedings of the Workshop on In Situ Infrastructures for Enabling Extreme-Scale Analysis and Visualization, 2018

In situ data-driven adaptive sampling for large-scale simulation data summarization.

Ayan Biswas, Soumya Dutta, Jesus Pulido, James P. Ahrens

Proceedings of the Workshop on In Situ Infrastructures for Enabling Extreme-Scale Analysis and Visualization, 2018

Information Guided Data Sampling and Recovery Using Bitmap Indexing.

Tzu-Hsuan Wei, Soumya Dutta, Han-Wei Shen

Proceedings of the IEEE Pacific Visualization Symposium, 2018

In Situ Prediction Driven Feature Analysis in Jet Engine Simulations.

Soumya Dutta, Han-Wei Shen, Jen-Ping Chen

Proceedings of the IEEE Pacific Visualization Symposium, 2018

2017

In Situ Distribution Guided Analysis and Visualization of Transonic Jet Engine Simulations.

Soumya Dutta, Chun-Ming Chen, Gregory Heinlein, Han-Wei Shen, Jen-Ping Chen

IEEE Trans. Vis. Comput. Graph., 2017

Pointwise information guided visual analysis of time-varying multi-fields.

Soumya Dutta, Xiaotong Liu, Ayan Biswas, Han-Wei Shen, Jen-Ping Chen

Proceedings of the SIGGRAPH ASIA 2017, Bangkok, Thailand, November 27 - 30, 2017, 2017

Homogeneity guided probabilistic data summaries for analysis and visualization of large-scale data sets.

Soumya Dutta, Jonathan Woodring, Han-Wei Shen, Jen-Ping Chen, James P. Ahrens

Proceedings of the 2017 IEEE Pacific Visualization Symposium, 2017

2016

Distribution Driven Extraction and Tracking of Features for Time-varying Data Analysis.

Soumya Dutta, Han-Wei Shen

IEEE Trans. Vis. Comput. Graph., 2016

Visualization and Analysis of Rotating Stall for Transonic Jet Engine Simulation.

Chun-Ming Chen, Soumya Dutta, Xiaotong Liu, Gregory Heinlein, Han-Wei Shen, Jen-Ping Chen

IEEE Trans. Vis. Comput. Graph., 2016

Visualizing the variations of ensemble of isosurfaces.

Subhashis Hazarika, Soumya Dutta, Han-Wei Shen

Proceedings of the 2016 IEEE Pacific Visualization Symposium, 2016

2013

An Information-Aware Framework for Exploring Multivariate Data Sets.

Ayan Biswas, Soumya Dutta, Han-Wei Shen, Jonathan Woodring

IEEE Trans. Vis. Comput. Graph., 2013

2009

A Statistics and Local Homogeneity Based Color Edge Detection Algorithm.

Soumya Dutta, Bidyut B. Chaudhuri

Proceedings of the ARTCom 2009, 2009

A Color Edge Detection Algorithm in RGB Color Space.

Soumya Dutta, Bidyut B. Chaudhuri

Proceedings of the ARTCom 2009, 2009