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    Article

    Resformer: Local Frame-Level Feature and Global Segment-Level Feature Joint Learning for Speaker Verification

    In this paper, we propose a hybrid network structure to achieve more discriminant feature representations for speaker recognition, termed Resformer, local frame-level features are extracted by convolution oper...

    Yunfei Zi, Shengwu **ong in Circuits, Systems, and Signal Processing (2024)

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    Article

    Improving Short-Duration Speaker Recognition by Joint Bark-Wavelet Acoustic Feature Coupling and Triplet Dual-Attention Mechanism Network

    Speaker recognition methods are negatively affected by the short duration of the input audio signal. In this paper, we address the problem of speaker recognition from short-duration speech data by coupling two...

    Yunfei Zi, Shengwu **ong in Wireless Personal Communications (2024)

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    Chapter and Conference Paper

    Improving Speaker Recognition by Time-Frequency Domain Feature Enhanced Method

    Many existing speaker recognition algorithms have the problem that single-domain feature extraction cannot represent the speech characteristics well, and this problem will affect the accuracy of speaker recogn...

    ** Han, Yunfei Zi, Shengwu **ong in PRICAI 2023: Trends in Artificial Intelligence (2024)

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    Article

    Exploration of multi-source discriminative acoustic feature for speaker recognition with short-duration audio signal

    This work aims to further compensate for the weaknesses of feature sparsity and insufficient discriminative acoustic features in existing short-duration audio voiceprint recognition. To address this issue, we ...

    Yunfei Zi, Shengwu **ong in Multimedia Tools and Applications (2023)

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    Chapter and Conference Paper

    Research of Personalized Recommendation System Based on Multi-view Deep Neural Networks

    In recent years, deep learning has made leaps in the fields of artificial intelligence, machine learning and so on, especially in the fields of speech recognition, image recognition and self-learning. The deep...

    Yunfei Zi, Yeli Li, Huayan Sun in Advanced Data Mining and Applications (2018)