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Vol 2021
Multimodal Data Visualization and Denoising with Integrated Diffusion
October 2021 • Manik Kuchroo, Abhinav Godavarthi, Alexander Tong, Guy Wolf, Smita Krishnaswamy
We propose a method called integrated diffusion for combining multimodal data, gathered via different sensors on the same system, to create a integrated data diffusion operator. As real world data suffers from both local and global noise, we introduce mechanisms to optimally calculate a diffusion operator that reflects the combined information in data by maintaining low frequency eigenvectors of each modality both globally and locally. We show the utility of this integrated operator in denoising and visualizing mu…
Computer Science
Visualization (Graphics)
Data And Information Visualization
Data Mining
Artificial Intelligence
Computer Vision
Machine Learning
Physics
Biochemistry
Chemistry