2 papers
physics.optics2024
Generalization vs. Hallucination
Xuyu Zhang, Haofan Huang, Dawei Zhang +4
With fast developments in computational power and algorithms, deep learning has made breakthroughs and been applied in many fields. However, generalization remains to be a critical…
cs.LG2024
Cross-Dataset Generalization in Deep Learning
Xuyu Zhang, Haofan Huang, Dawei Zhang +4
Deep learning has been extensively used in various fields, such as phase imaging, 3D imaging reconstruction, phase unwrapping, and laser speckle reduction, particularly for complex…