Search Results for author: Mouxiao Huang

Found 4 papers, 1 papers with code

GenDet: Towards Good Generalizations for AI-Generated Image Detection

1 code implementation12 Dec 2023 Mingjian Zhu, Hanting Chen, Mouxiao Huang, Wei Li, Hailin Hu, Jie Hu, Yunhe Wang

The misuse of AI imagery can have harmful societal effects, prompting the creation of detectors to combat issues like the spread of fake news.

Anomaly Detection

Distributional Estimation of Data Uncertainty for Surveillance Face Anti-spoofing

no code implementations18 Sep 2023 Mouxiao Huang

These scenarios often feature low-quality face images, necessitating the modeling of data uncertainty to improve stability under extreme conditions.

Face Anti-Spoofing Face Recognition

Uncertainty-Estimation with Normalized Logits for Out-of-Distribution Detection

no code implementations15 Feb 2023 Mouxiao Huang, Yu Qiao

However, neural networks often suffer from the overconfidence issue, making high confidence for OOD data which are never seen during training process and may be irrelevant to training data, namely in-distribution (ID) data.

Autonomous Driving Medical Diagnosis +2

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