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Showing 1 to 3 of 3 for “"Group Equivariance"”.
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Real-time Topology-Aware Augmented Reality
… of depth estimations. Mathematical background on group equivariance, including translation equivariance and permutation equivariance, is also introduced to provide theoretical support for the proposed network; 2) Conducted two use cases to demonstrate the capabilities of the proposed methods in …
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Structure-preserving machine learning for inverse problems
… chapter of the dissertation, we study the use of group symmetries in learned reconstruction methods for inverse problems. We show that group invariance of a functional implies that the corresponding proximal operator satisfies a group equivariance property. Applying this idea to model proximal …
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Group theory and information theory algorithms in deep learning
Submission original under an indefinite embargo labeled 'Open Access'. The submission was exported from vireo on 2025-02-04 without embargo terms