Active contour and active surface models are image segmentation methods which offer a solid mathematical background, reduced computational time, smooth boundaries and, in many cases, also robustness in presence of noise. In other cases, due to the complexity of the images, active contour-surface models do not provide good results. However, their performance can be improved by taking into account more strategic image features that affect the evolution of the active contours-surfaces. This review seeks to explore the features used in literature for this goal, the related topic of feature reduction/selection, and the type of images involved. Considerations about limitations and possible future extensions are also presented.

Corso, R., Khan, F., Yezzi, A., Comelli, A. (2025). Features for Active Contour and Surface Segmentation: A Review. ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING [10.1007/s11831-025-10300-0].

Features for Active Contour and Surface Segmentation: A Review

Corso R.
Primo
;
2025-01-01

Abstract

Active contour and active surface models are image segmentation methods which offer a solid mathematical background, reduced computational time, smooth boundaries and, in many cases, also robustness in presence of noise. In other cases, due to the complexity of the images, active contour-surface models do not provide good results. However, their performance can be improved by taking into account more strategic image features that affect the evolution of the active contours-surfaces. This review seeks to explore the features used in literature for this goal, the related topic of feature reduction/selection, and the type of images involved. Considerations about limitations and possible future extensions are also presented.
2025
Settore MATH-03/A - Analisi matematica
Settore MATH-05/A - Analisi numerica
Settore INFO-01/A - Informatica
Corso, R., Khan, F., Yezzi, A., Comelli, A. (2025). Features for Active Contour and Surface Segmentation: A Review. ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING [10.1007/s11831-025-10300-0].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10447/690026
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