TY  - THES
A3  - Möller, Michael
AB  - This thesis presents research into multiple optimization topics in computer vision with a conceptual focus on composite optimization problems such as bilevel optimization. The optimal graph-based discretization of variational problems in minimal partitions, the theoretical analysis of nonconvex composite optimization by nonconvex majorizers, the bilevel problem of learning energy models by nonconvex majorizers, and the machine learning security applications of bilevel optimization in privacy analysis of federated learning and dataset poisoning of general image classification are featured in this cumulative work.
AU  - Geiping, Jonas
DA  - 2021
DO  - 10.25819/ubsi/9908
KW  - Optimierung
KW  - Optimization Theory
KW  - Machine Learning
KW  - Bilevel Optimization
KW  - Computer Vision
KW  - Security
LA  - eng
PY  - 2021
TI  - Modern optimization techniques in computer vision: from variational models to machine learning security
TT  - Moderne Optimierungstechniken in der Computer Vision : von variationellen Modellen bis hin zu Sicherheit im Machine Learning: from variational models to machine learning security
UR  - https://nbn-resolving.org/urn:nbn:de:hbz:467-18976
Y2  - 2024-11-22T07:39:38
ER  -