Dual-path Mamba: Short and Long-term Bidirectional Selective Structured
State Space Models for Speech Separation

Dual-path Mamba: Short and Long-term Bidirectional Selective Structured State Space Models for Speech Separation

27 March 2024

Xilin Jiang

Cong Han

Papers citing "Dual-path Mamba: Short and Long-term Bidirectional Selective Structured State Space Models for Speech Separation"

13 / 13 papers shown

Title
A Comparative Study on Positional Encoding for Time-frequency Domain Dual-path Transformer-based Source Separation Models Kohei Saijo Tetsuji Ogawa 39 0 0 28 Apr 2025
SSD4Rec: A Structured State Space Duality Model for Efficient Sequential Recommendation Haohao Qu Yifeng Zhang Liangbo Ning Wenqi Fan Qing Li Mamba 89 5 0 17 Jan 2025
CleanUMamba: A Compact Mamba Network for Speech Denoising using Channel Pruning Sjoerd Groot Qinyu Chen Jan C. van Gemert Chang Gao Mamba 40 0 0 14 Oct 2024
Joint Fine-tuning and Conversion of Pretrained Speech and Language Models towards Linear Complexity Mutian He Philip N. Garner 80 0 0 09 Oct 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
SELD-Mamba: Selective State-Space Model for Sound Event Localization and Detection with Source Distance Estimation Da Mu Zhicheng Zhang Haobo Yue Zehao Wang Jin Tang Jianqin Yin Mamba 32 1 0 09 Aug 2024
SSAMBA: Self-Supervised Audio Representation Learning with Mamba State Space Model Siavash Shams Sukru Samet Dindar Xilin Jiang N. Mesgarani Mamba 58 17 0 20 May 2024
An Investigation of Incorporating Mamba for Speech Enhancement Rong-Yu Chao Wen-Huang Cheng Moreno La Quatra Sabato Marco Siniscalchi Chao-Han Huck Yang Szu-Wei Fu Yu Tsao Mamba 40 25 0 10 May 2024
Multichannel Long-Term Streaming Neural Speech Enhancement for Static and Moving Speakers Changsheng Quan Xiaofei Li 39 23 0 12 Mar 2024
PointMamba: A Simple State Space Model for Point Cloud Analysis Dingkang Liang Xin Zhou Wei Xu Xingkui Zhu Zhikang Zou Xiaoqing Ye Xinyu Wang Xiang Bai 82 87 0 16 Feb 2024
U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentation Jun Ma Feifei Li Bo Wang Mamba 77 314 0 09 Jan 2024
Exploring Self-Attention Mechanisms for Speech Separation Cem Subakan Mirco Ravanelli Samuele Cornell François Grondin Mirko Bronzi 19 23 0 06 Feb 2022
Dual-Path Transformer Network: Direct Context-Aware Modeling for End-to-End Monaural Speech Separation Jing-jing Chen Qi-rong Mao Dong Liu 54 279 0 28 Jul 2020