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20242026
most citedDBHN-Net: Dual-Branch Hybrid Neural Network For Low-Complexity Monaural Speech Enhancement

2 citations · 2 across the 11 of their papers we have counts for

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cs.SD2026★ 2 cited

DBHN-Net: Dual-Branch Hybrid Neural Network For Low-Complexity Monaural Speech Enhancement

Cunhang Fan, Enrui Liu, Jing Zhou +6

Although artificial neural network (ANN) based speech enhancement (SE) methods demonstrate excellent performance, the high computational complexity and high energy consumption hind…

cs.SD2026

RTCFake: Speech Deepfake Detection in Real-Time Communication

Jun Xue, Zhuolin Yi, Yihuan Huang +6

With the rapid advancement of speech generation technologies, the threat posed by speech deepfakes in real-time communication (RTC) scenarios has intensified. However, existing det…

cs.SD2025

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction

Cunhang Fan, Sheng Zhang, Jingjing Zhang +4

Decoding speech from brain signals is a challenging research problem. Although existing technologies have made progress in reconstructing the mel spectrograms of auditory stimuli a…

cs.SD2025

RPRA-ADD: Forgery Trace Enhancement-Driven Audio Deepfake Detection

Ruibo Fu, Xiaopeng Wang, Zhengqi Wen +8

Existing methods for deepfake audio detection have demonstrated some effectiveness. However, they still face challenges in generalizing to new forgery techniques and evolving attac…

cs.SD2025

Improved Feature Extraction Network for Neuro-Oriented Target Speaker Extraction

Cunhang Fan, Youdian Gao, Zexu Pan +4

The recent rapid development of auditory attention decoding (AAD) offers the possibility of using electroencephalography (EEG) as auxiliary information for target speaker extractio…

cs.SD2024

BSDB-Net: Band-Split Dual-Branch Network with Selective State Spaces Mechanism for Monaural Speech Enhancement

Cunhang Fan, Enrui Liu, Andong Li +5

Although the complex spectrum-based speech enhancement(SE) methods have achieved significant performance, coupling amplitude and phase can lead to a compensation effect, where ampl…