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cs.CV2023
Maximizing Information in Domain-Invariant Representation Improves Transfer Learning
Adrian Shuai Li, Elisa Bertino, Xuan-Hong Dang +3
We propose MaxDIRep, a domain adaptation method that improves the decomposition of data representations into domain-independent and domain-dependent components. Existing methods, s…
cs.CV2023
Building Manufacturing Deep Learning Models with Minimal and Imbalanced Training Data Using Domain Adaptation and Data Augmentation
Adrian Shuai Li, Elisa Bertino, Rih-Teng Wu +1
Deep learning (DL) techniques are highly effective for defect detection from images. Training DL classification models, however, requires vast amounts of labeled data which is ofte…