← Search

Wanqing Xie

2 accepted papers

2021

Embedding Semantic Hierarchy in Discrete Optimal Transport for Risk Minimization

ICASSP 2021accepted

The widely-used cross-entropy (CE) loss-based deep networks achieved significant progress w.r.t. the classification accuracy. However, the CE loss can essentially ignore the risk of misclassification which is usually measured by the distance between the prediction and label in a semantic hierarchica…

Cited by 0SourceScholar
2019

Feature-Level Frankenstein: Eliminating Variations for Discriminative Recognition

CVPR 2019poster

Recent successes of deep learning-based recognition rely on maintaining the content related to the main-task label. However, how to explicitly dispel the noisy signals for better generalization remains an open issue. We systematically summarize the detrimental factors as task-relevant/irrelevant sem…

Cited by 48PDFcodeScholar