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cs.LG2025
Machine Learning for Scientific Visualization: Ensemble Data Analysis
Hamid Gadirov
Scientific simulations and experimental measurements produce vast amounts of spatio-temporal data, yet extracting meaningful insights remains challenging due to high dimensionality…
cs.GR2025
GSCache: Real-Time Radiance Caching for Volume Path Tracing using 3D Gaussian Splatting
David Bauer, Qi Wu, Hamid Gadirov +1
Real-time path tracing is rapidly becoming the standard for rendering in entertainment and professional applications. In scientific visualization, volume rendering plays a crucial…
cs.GR2025
ENTIRE: Learning-based Volume Rendering Time Prediction
Zikai Yin, Hamid Gadirov, Jiri Kosinka +1
We introduce ENTIRE, a novel deep learning-based approach for fast and accurate volume rendering time prediction. Predicting rendering time is inherently challenging due to its dep…