Boosting Generalization with Adaptive Style Techniques for Fingerprint Liveness Detection

no code implementations • 20 Oct 2023 • Kexin Zhu, Bo Lin, Yang Qiu, Adam Yule, Yao Tang, Jiajun Liang

We introduce a high-performance fingerprint liveness feature extraction technique that secured first place in LivDet 2023 Fingerprint Representation Challenge.

Style Transfer

Improving EEG-based Emotion Recognition by Fusing Time-frequency And Spatial Representations

no code implementations • 14 Mar 2023 • Kexin Zhu, xulong Zhang, Jianzong Wang, Ning Cheng, Jing Xiao

Using deep learning methods to classify EEG signals can accurately identify people's emotions.

EEG EEG Emotion Recognition +1

Improving Speech Representation Learning via Speech-level and Phoneme-level Masking Approach

no code implementations • 25 Oct 2022 • xulong Zhang, Jianzong Wang, Ning Cheng, Kexin Zhu, Jing Xiao

In this work, we proposed two kinds of masking approaches: (1) speech-level masking, making the model to mask more speech segments than silence segments, (2) phoneme-level masking, forcing the model to mask the whole frames of the phoneme, instead of phoneme pieces.

Representation Learning Speaker Recognition