Cover Image

Study of Lightweight Transformer Architectures for Single-Channel Speech Enhancement

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhao, Haixin, Madhu, Nilesh
Format:	Preprint
Published:	2025
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

Unified Architecture and Unsupervised Speech Disentanglement for Speaker Embedding-Free Enrollment in Personalized Speech Enhancement
by: Huang, Ziling, et al.
Published: (2025)

Dynamically Slimmable Speech Enhancement Network with Metric-Guided Training
by: Zhao, Haixin, et al.
Published: (2025)

SEF-PNet: Speaker Encoder-Free Personalized Speech Enhancement with Local and Global Contexts Aggregation
by: Huang, Ziling, et al.
Published: (2025)

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

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

FlexIO: Flexible Single- and Multi-Channel Speech Separation and Enhancement
by: Masuyama, Yoshiki, et al.
Published: (2025)

Multi-modal Speech Enhancement with Limited Electromyography Channels
by: Feng, Fuyuan, et al.
Published: (2025)

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

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

RawTFNet: A Lightweight CNN Architecture for Speech Anti-spoofing
by: Xiao, Yang, et al.
Published: (2025)

An Empirical Study on the Impact of Positional Encoding in Transformer-based Monaural Speech Enhancement
by: Zhang, Qiquan, et al.
Published: (2024)

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

Dense-TSNet: Dense Connected Two-Stage Structure for Ultra-Lightweight Speech Enhancement
by: Lin, Zizhen, et al.
Published: (2024)

Geometry-Constrained EEG Channel Selection for Brain-Assisted Speech Enhancement
by: Zuo, Keying, et al.
Published: (2024)

Distance Based Single-Channel Target Speech Extraction
by: Shi, Runwu, et al.
Published: (2024)

Enroll-on-Wakeup: A First Comparative Study of Target Speech Extraction for Seamless Interaction in Real Noisy Human-Machine Dialogue Scenarios
by: Yang, Yiming, et al.
Published: (2026)

Does Single-channel Speech Enhancement Improve Keyword Spotting Accuracy? A Case Study
by: Brueggeman, Avamarie, et al.
Published: (2023)

xLSTM-SENet: xLSTM for Single-Channel Speech Enhancement
by: Kühne, Nikolai Lund, et al.
Published: (2025)

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)

TF-Locoformer: Transformer with Local Modeling by Convolution for Speech Separation and Enhancement
by: Saijo, Kohei, et al.
Published: (2024)

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

Single-Channel Target Speech Extraction Utilizing Distance and Room Clues
by: Shi, Runwu, et al.
Published: (2025)

Speech Enhancement with Dual-path Multi-Channel Linear Prediction Filter and Multi-norm Beamforming
by: Qin, Chengyuan, et al.
Published: (2025)

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

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

DiTSE: High-Fidelity Generative Speech Enhancement via Latent Diffusion Transformers
by: Guimarães, Heitor R., et al.
Published: (2025)

BERP: A Blind Estimator of Room Parameters for Single-Channel Noisy Speech Signals
by: Wang, Lijun, et al.
Published: (2024)

MambAttention: Mamba with Multi-Head Attention for Generalizable Single-Channel Speech Enhancement
by: Kühne, Nikolai Lund, et al.
Published: (2025)

Exploring the Potential of Data-Driven Spatial Audio Enhancement Using a Single-Channel Model
by: Santos, Arthur N. dos, et al.
Published: (2024)

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

Beyond Performance Plateaus: A Comprehensive Study on Scalability in Speech Enhancement
by: Zhang, Wangyou, et al.
Published: (2024)

Do We Need EMA for Diffusion-Based Speech Enhancement? Toward a Magnitude-Preserving Network Architecture
by: Richter, Julius, et al.
Published: (2025)

FullSubNet: A Full-Band and Sub-Band Fusion Model for Real-Time Single-Channel Speech Enhancement
by: Hao, Xiang, et al.
Published: (2020)

LMFCA-Net: A Lightweight Model for Multi-Channel Speech Enhancement with Efficient Narrow-Band and Cross-Band Attention
by: Zhang, Yaokai, et al.
Published: (2025)

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

Unsupervised Single-Channel Speech Separation with a Diffusion Prior under Speaker-Embedding Guidance
by: Shi, Runwu, et al.
Published: (2025)

Unrestricted Global Phase Bias-Aware Single-channel Speech Enhancement with Conformer-based Metric GAN
by: Zhang, Shiqi, et al.
Published: (2024)

Scalable Speech Enhancement with Dynamic Channel Pruning
by: Miccini, Riccardo, et al.
Published: (2024)

Absorbing Discrete Diffusion for Speech Enhancement
by: Gonzalez, Philippe
Published: (2026)