Taiqing Yan

CVAE-SM: A Conditional Variational Autoencoder with Style Modulation for Efficient Uncertainty Quantification

Deep learning has brought transformative advancements to object segmentation, especially in marine robotics contexts such as waste management and subaquatic infrastructure oversight. However, a central challenge persists: calibrating the prediction confidence of the model to ensure robust and reliab…