Learning To See Topological Properties In 4D Using Convolutional Neural Networks. - Khalil Mathieu Hannouch; Stephan K. Chalup (TAG-ML, 2023)

Topology Estimation of Simulated 4D Image Data by Combining Downscaling and Convolutional Neural Networks. - Khalil Mathieu Hannouch; Stephan K. Chalup (CoRR, 2023)

Generating Topologically and Geometrically Diverse Manifold Data in Dimensions Four and Below. - Khalil Mathieu Hannouch; Stephan K. Chalup (DICTA, 2024)

Topology Type Estimation of Simulated 4D Image Data by Combining Downscaling and Convolutional Neural Networks. - Khalil Mathieu Hannouch; Stephan K. Chalup (ACM Trans. Graph., 2025)