An Investigation of Incorporating Mamba for Speech Enhancement

An Investigation of Incorporating Mamba for Speech Enhancement

10 May 2024

Wen-Huang Cheng

Moreno La Quatra

Sabato Marco Siniscalchi

Chao-Han Huck Yang

Yu Tsao

Papers citing "An Investigation of Incorporating Mamba for Speech Enhancement"

19 / 19 papers shown

Title
Wireless Hearables With Programmable Speech AI Accelerators Malek Itani Tuochao Chen Arun Raghavan Gavriel Kohlberg Shyamnath Gollakota AuLLM 51 0 0 24 Mar 2025
PrimeK-Net: Multi-scale Spectral Learning via Group Prime-Kernel Convolutional Neural Networks for Single Channel Speech Enhancement Zizhen Lin Junyu Wang Ruili Li Fei Shen Xi Xuan 59 0 0 27 Feb 2025
Improving Speech Enhancement by Cross- and Sub-band Processing with State Space Model Jizhen Li Weiping Tu Yuhong Yang Xinmeng Xu Yiqun Zhang Yanzhen Ren Mamba 33 0 0 22 Feb 2025
Real-time Speech Enhancement on Raw Signals with Deep State-space Modeling Yan Ru Pei Ritik Shrivastava Fnu Sidharth 28 1 0 31 Dec 2024
AEROMamba: An efficient architecture for audio super-resolution using generative adversarial networks and state space models Wallace Abreu Luiz Wagner Pereira Biscainho Mamba 22 0 0 11 Nov 2024
Mamba-based Decoder-Only Approach with Bidirectional Speech Modeling for Speech Recognition Yoshiki Masuyama Koichi Miyazaki Masato Murata Mamba 30 0 0 11 Nov 2024
CleanUMamba: A Compact Mamba Network for Speech Denoising using Channel Pruning Sjoerd Groot Qinyu Chen Jan C. van Gemert Chang Gao Mamba 38 0 0 14 Oct 2024
MECG-E: Mamba-based ECG Enhancer for Baseline Wander Removal Kuo-Hsuan Hung Kuan-Chen Wang Kai-Chun Liu Wei-Lun Chen Xugang Lu Yu Tsao Chii-Wann Lin Mamba 23 0 0 27 Sep 2024
MC-SEMamba: A Simple Multi-channel Extension of SEMamba Wen-Yuan Ting Wenze Ren Rong-Yu Chao Hsin-Yi Lin Yu Tsao Fan-Gang Zeng Mamba 22 0 0 26 Sep 2024
An Explicit Consistency-Preserving Loss Function for Phase Reconstruction and Speech Enhancement Pin-Jui Ku Chun-Wei Ho Hao Yen Sabato Marco Siniscalchi Chin-Hui Lee 14 0 0 24 Sep 2024
Generative Speech Foundation Model Pretraining for High-Quality Speech Extraction and Restoration Pin-Jui Ku Alexander H. Liu Roman Korostik Sung-Feng Huang Szu-Wei Fu Ante Jukić 26 2 0 24 Sep 2024
Dense-TSNet: Dense Connected Two-Stage Structure for Ultra-Lightweight Speech Enhancement Zizhen Lin Yuanle Li Junyu Wang Ruili Li 19 0 0 18 Sep 2024
Leveraging Joint Spectral and Spatial Learning with MAMBA for Multichannel Speech Enhancement Wenze Ren Haibin Wu Yi-Cheng Lin Xuanjun Chen Rong-Yu Chao Kuo-Hsuan Hung You-Jin Li Wen-Yuan Ting Hsin-Min Wang Yu Tsao Mamba 34 0 0 16 Sep 2024
Ultra-Low Latency Speech Enhancement - A Comprehensive Study Haibin Wu Sebastian Braun 16 0 0 16 Sep 2024
Extract and Diffuse: Latent Integration for Improved Diffusion-based Speech and Vocal Enhancement Yudong Yang Zhan Liu Wenyi Yu Guangzhi Sun Qiuqiang Kong Chao Zhang DiffM 39 0 0 15 Sep 2024
Speech Slytherin: Examining the Performance and Efficiency of Mamba for Speech Separation, Recognition, and Synthesis Xilin Jiang Yinghao Aaron Li Adrian Nicolas Florea Cong Han N. Mesgarani Mamba 35 9 0 13 Jul 2024
Venturing into Uncharted Waters: The Navigation Compass from Transformer to Mamba Yuchen Zou Yineng Chen Zuchao Li Lefei Zhang Hai Zhao 42 1 0 24 Jun 2024
Mamba in Speech: Towards an Alternative to Self-Attention Xiangyu Zhang Qiquan Zhang Hexin Liu Tianyi Xiao Xinyuan Qian Beena Ahmed E. Ambikairajah Haizhou Li Julien Epps Mamba 39 13 0 21 May 2024
DPT-FSNet: Dual-path Transformer Based Full-band and Sub-band Fusion Network for Speech Enhancement Feng Dang Hangting Chen Pengyuan Zhang 65 74 0 27 Apr 2021