Cover Image

Dense-TSNet: Dense Connected Two-Stage Structure for Ultra-Lightweight Speech Enhancement

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Lin, Zizhen, Li, Yuanle, Wang, Junyu, Li, Ruili
Format:	Preprint
Published:	2024
Subjects:	Audio and Speech Processing Sound
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

PrimeK-Net: Multi-scale Spectral Learning via Group Prime-Kernel Convolutional Neural Networks for Single Channel Speech Enhancement
by: Lin, Zizhen, et al.
Published: (2025)

LORT: Locally Refined Convolution and Taylor Transformer for Monaural Speech Enhancement
by: Wang, Junyu, et al.
Published: (2025)

Mamba-SEUNet: Mamba UNet for Monaural Speech Enhancement
by: Wang, Junyu, et al.
Published: (2024)

GALD-SE: Guided Anisotropic Lightweight Diffusion for Efficient Speech Enhancement
by: Wang, Chengzhong, et al.
Published: (2024)

A Two-Stage Framework in Cross-Spectrum Domain for Real-Time Speech Enhancement
by: Zhang, Yuewei, et al.
Published: (2024)

A Two-Stage Hierarchical Deep Filtering Framework for Real-Time Speech Enhancement
by: Lu, Shenghui, et al.
Published: (2025)

Reverse Attention for Lightweight Speech Enhancement on Edge Devices
by: Ojha, Shuubham, et al.
Published: (2025)

MUSE: Flexible Voiceprint Receptive Fields and Multi-Path Fusion Enhanced Taylor Transformer for U-Net-based Speech Enhancement
by: Lin, Zizhen, et al.
Published: (2024)

Dual-View Predictive Diffusion: Lightweight Speech Enhancement via Spectrogram-Image Synergy
by: Xue, Ke, et al.
Published: (2026)

TBDM-Net: Bidirectional Dense Networks with Gender Information for Speech Emotion Recognition
by: Striletchi, Vlad, et al.
Published: (2024)

Study of Lightweight Transformer Architectures for Single-Channel Speech Enhancement
by: Zhao, Haixin, et al.
Published: (2025)

A Lightweight Fourier-based Network for Binaural Speech Enhancement with Spatial Cue Preservation
by: Lu, Xikun, et al.
Published: (2025)

Ultra-Low Latency Speech Enhancement - A Comprehensive Study
by: Wu, Haibin, et al.
Published: (2024)

SuPseudo: A Pseudo-supervised Learning Method for Neural Speech Enhancement in Far-field Speech Recognition
by: Luo, Longjie, et al.
Published: (2025)

Pseudo Labels-based Neural Speech Enhancement for the AVSR Task in the MISP-Meeting Challenge
by: Luo, Longjie, et al.
Published: (2025)

Context-Aware Two-Step Training Scheme for Domain Invariant Speech Separation
by: Wang, Wupeng, et al.
Published: (2025)

Towards Ultra-Low-Power Neuromorphic Speech Enhancement with Spiking-FullSubNet
by: Hao, Xiang, et al.
Published: (2024)

DroFiT: A Lightweight Band-fused Frequency Attention Toward Real-time UAV Speech Enhancement
by: Lee, Jeongmin, et al.
Published: (2025)

ICASSP 2026 URGENT Speech Enhancement Challenge
by: Li, Chenda, et al.
Published: (2026)

DS-Codec: Dual-Stage Training with Mirror-to-NonMirror Architecture Switching for Speech Codec
by: Chen, Peijie, et al.
Published: (2025)

Attention-Based Beamformer For Multi-Channel Speech Enhancement
by: Bai, Jinglin, et al.
Published: (2024)

Advancing Electrolaryngeal Speech Enhancement Through Speech-Text Representation Learning
by: Ma, Ding, et al.
Published: (2026)

Complex-Cycle-Consistent Diffusion Model for Monaural Speech Enhancement
by: Li, Yi, et al.
Published: (2024)

LABNet: A Lightweight Attentive Beamforming Network for Ad-hoc Multichannel Microphone Invariant Real-Time Speech Enhancement
by: Yan, Haoyin, et al.
Published: (2025)

Leveraging Joint Spectral and Spatial Learning with MAMBA for Multichannel Speech Enhancement
by: Ren, Wenze, et al.
Published: (2024)

A Fast and Lightweight Model for Causal Audio-Visual Speech Separation
by: Sang, Wendi, et al.
Published: (2025)

Dynamic Frequency-Adaptive Knowledge Distillation for Speech Enhancement
by: Yuan, Xihao, et al.
Published: (2025)

Multichannel Long-Term Streaming Neural Speech Enhancement for Static and Moving Speakers
by: Quan, Changsheng, et al.
Published: (2024)

Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment
by: Wang, Wei, et al.
Published: (2025)

Plugin Speech Enhancement: A Universal Speech Enhancement Framework Inspired by Dynamic Neural Network
by: Chen, Yanan, et al.
Published: (2024)

MeanFlowSE: One-Step Generative Speech Enhancement via MeanFlow
by: Zhu, Yike, et al.
Published: (2025)

Scale This, Not That: Investigating Key Dataset Attributes for Efficient Speech Enhancement Scaling
by: Zhang, Leying, et al.
Published: (2024)

Diffusion-based Generative Modeling with Discriminative Guidance for Streamable Speech Enhancement
by: Li, Chenda, et al.
Published: (2024)

Music Source Separation Based on a Lightweight Deep Learning Framework (DTTNET: DUAL-PATH TFC-TDF UNET)
by: Chen, Junyu, et al.
Published: (2023)

Less is More: Data Curation Matters in Scaling Speech Enhancement
by: Li, Chenda, et al.
Published: (2025)

Improved Remixing Process for Domain Adaptation-Based Speech Enhancement by Mitigating Data Imbalance in Signal-to-Noise Ratio
by: Li, Li, et al.
Published: (2024)

Universal Speech Enhancement with Regression and Generative Mamba
by: Chao, Rong, et al.
Published: (2025)

URGENT Challenge: Universality, Robustness, and Generalizability For Speech Enhancement
by: Zhang, Wangyou, et al.
Published: (2024)

FUSE: Universal Speech Enhancement using Multi-Stage Fusion of Sparse Compression and Token Generation Models for the URGENT 2025 Challenge
by: Goswami, Nabarun, et al.
Published: (2025)

Robust Speech Recognition with Schrödinger Bridge-Based Speech Enhancement
by: Nasretdinov, Rauf, et al.
Published: (2025)