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cs.CE2026
Rule-Based Spatial Mixture-of-Experts U-Net for Explainable Edge Detection
Bharadwaj Dogga, Kaaustaaub Shankar, Gibin Raju +2
Deep learning models like U-Net and its variants, have established state-of-the-art performance in edge detection tasks and are used by Generative AI services world-wide for their…
cs.CE2025
Fuzzy Decisions on Fluid Instabilities: Autoencoder-Based Reconstruction meets Rule-Based Anomaly Classification
Bharadwaj Dogga, Gibin Raju, Wilhelm Louw +1
Shockwave classification in shadowgraph imaging is challenging due to limited labeled data and complex flow structures. This study presents a hybrid framework that combines unsuper…
cs.CE2025
A model agnostic eXplainable AI based fuzzy framework for sensor constrained Aerospace maintenance applications
Bharadwaj Dogga, Anoop Sathyan, Kelly Cohen
Machine Learning methods have extensively evolved to support industrial big data methods and their corresponding need in gas turbine maintenance and prognostics. However, most unsu…