Revisiting Accurate Geometry for Morse-Smale Complexes
<|reference_start|>Revisiting Accurate Geometry for Morse-Smale Complexes: The Morse-Smale complex is a standard tool in visual data analysis. The classic definition is based on a continuous view of the gradient of a scalar function where its zeros are the critical points. These points are connected via gradient curves and surfaces emanating from saddle points, known as separatrices. In a discrete setting, the Morse-Smale complex is commonly extracted by constructing a combinatorial gradient assuming the steepest descent direction. Previous works have shown that this method results in a geometric embedding of the separatrices that can be fundamentally different from those in the continuous case. To achieve a similar embedding, different approaches for constructing a combinatorial gradient were proposed. In this paper, we show that these approaches generate a different topology, i.e., the connectivity between critical points changes. Additionally, we demonstrate that the steepest descent method can compute topologically and geometrically accurate Morse-Smale complexes when applied to certain types of grids. Based on these observations, we suggest a method to attain both geometric and topological accuracy for the Morse-Smale complex of data sampled on a uniform grid.<|reference_end|>
@article{thanh2024revisiting,
    title={Revisiting Accurate Geometry for Morse-Smale Complexes},
    author={Son Le Thanh, Michael Ankele, Tino Weinkauf},
    journal={arXiv preprint arXiv:2409.05532},
    year={2024},
    archivePrefix={arXiv},
    eprint={2409.05532},
    primaryClass={cs.CG}
}