GeoTop: Advancing Image Classification with Geometric-Topological Analysis

GeoTop is a mathematically principled framework that unifies Topological Data Analysis and Lipschitz-Killing Curvatures to resolve the diagnostic ambiguity of topologically equivalent structures by integrating robust topological signatures with precise geometric features, thereby achieving superior accuracy and interpretability in image classification tasks such as skin lesion diagnosis.

Mariem Abaach, Ian Morilla2026-03-05🤖 cs.LG