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20202025
most citedDomain Generalization for Medical Imaging Classification with Linear-Dependency Regularization

82 citations · 186 across the 18 of their papers we have counts for

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Showing 2021Show all

5 papers · 1 filter

cs.CV2021

Asymmetric Modality Translation For Face Presentation Attack Detection

Zhi Li, Haoliang Li, Xin Luo +3

Face presentation attack detection (PAD) is an essential measure to protect face recognition systems from being spoofed by malicious users and has attracted great attention from bo…

cs.CV2021

Detect and Locate: Exposing Face Manipulation by Semantic- and Noise-level Telltales

Chenqi Kong, Baoliang Chen, Haoliang Li +3

The technological advancements of deep learning have enabled sophisticated face manipulation schemes, raising severe trust issues and security concerns in modern society. Generally…

cs.LG2021

Privacy-Preserving Constrained Domain Generalization via Gradient Alignment

Chris Xing Tian, Haoliang Li, Yufei Wang +1

Deep neural networks (DNN) have demonstrated unprecedented success for medical imaging applications. However, due to the issue of limited dataset availability and the strict legal…

cs.LG2021

Neuron Coverage-Guided Domain Generalization

Chris Xing Tian, Haoliang Li, Xiaofei Xie +2

This paper focuses on the domain generalization task where domain knowledge is unavailable, and even worse, only samples from a single domain can be utilized during training. Our m…

cs.CV2021

Camera Invariant Feature Learning for Generalized Face Anti-spoofing

Baoliang Chen, Wenhan Yang, Haoliang Li +2

There has been an increasing consensus in learning based face anti-spoofing that the divergence in terms of camera models is causing a large domain gap in real application scenario…