InSituNet: Deep image synthesis for parameter space exploration of ensemble simulations

W He, J Wang, H Guo, KC Wang… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
We propose InSituNet, a deep learning based surrogate model to support parameter space
exploration for ensemble simulations that are visualized in situ. In situ visualization …

Data reduction techniques for simulation, visualization and data analysis

S Li, N Marsaglia, C Garth, J Woodring… - Computer graphics …, 2018 - Wiley Online Library
Data reduction is increasingly being applied to scientific data for numerical simulations,
scientific visualizations and data analyses. It is most often used to lower I/O and storage …

Supporting communication and coordination in collaborative sensemaking

N Mahyar, M Tory - IEEE transactions on visualization and …, 2014 - ieeexplore.ieee.org
When people work together to analyze a data set, they need to organize their findings,
hypotheses, and evidence, share that information with their collaborators, and coordinate …

NeRVI: Compressive neural representation of visualization images for communicating volume visualization results

P Gu, DZ Chen, C Wang - Computers & Graphics, 2023 - Elsevier
We present NeRVI, a new deep-learning approach that compresses a large collection of
visualization images generated from time-varying data for communicating volume …

Interactive progressive visualization with space-time error control

S Frey, F Sadlo, KL Ma, T Ertl - IEEE transactions on …, 2014 - ieeexplore.ieee.org
We present a novel scheme for progressive rendering in interactive visualization. Static
settings with respect to a certain image quality or frame rate are inherently incapable of …

VDL-Surrogate: A View-Dependent Latent-based Model for Parameter Space Exploration of Ensemble Simulations

N Shi, J Xu, H Li, H Guo, J Woodring… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
We propose VDL-Surrogate, a view-dependent neural-network-latent-based surrogate
model for parameter space exploration of ensemble simulations that allows high-resolution …

Space-time volumetric depth images for in-situ visualization

O Fernandes, S Frey, F Sadlo… - 2014 IEEE 4th Symposium …, 2014 - ieeexplore.ieee.org
Volumetric depth images (VDI) are a view-dependent representation that combines the high
quality of images with the explorability of 3D fields. By compressing the scalar data along …

Image-based visualization of large volumetric data using moments

T Rapp, C Peters… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
We present a novel image-based representation to interactively visualize large and
arbitrarily structured volumetric data. This image-based representation is created from a …

Visualization of Large Non-Trivially Partitioned Unstructured Data with Native Distribution on High-Performance Computing Systems

A Sahistan, S Demirci, I Wald… - … on Visualization and …, 2024 - ieeexplore.ieee.org
Interactively visualizing large finite element simulation data on High-Performance
Computing (HPC) systems poses several difficulties. Some of these relate to unstructured …

In situ depth maps based feature extraction and tracking

YC Ye, Y Wang, R Miller, KL Ma… - 2015 IEEE 5th …, 2015 - ieeexplore.ieee.org
Parallel numerical simulation is a powerful tool used by scientists to study complex
problems. It has been a common practice to save the simulation output to disk and then …