Advances in Speech Separation: Techniques, Challenges, and Future Trends
Fuente:
arXiv
Saved in:
| Main Authors: | Li, Kai, Chen, Guo, Sang, Wendi, Luo, Yi, Chen, Zhuo, Wang, Shuai, He, Shulin, Wang, Zhong-Qiu, Li, Andong, Wu, Zhiyong, Hu, Xiaolin |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
A Fast and Lightweight Model for Causal Audio-Visual Speech Separation
by: Sang, Wendi, et al.
Published: (2025)
by: Sang, Wendi, et al.
Published: (2025)
VM-UNSSOR: Unsupervised Neural Speech Separation Enhanced by Higher-SNR Virtual Microphone Arrays
by: He, Shulin, et al.
Published: (2025)
by: He, Shulin, et al.
Published: (2025)
Cross-Talk Speech Reduction, by Separation, for Separation
by: Wang, Zhong-Qiu, et al.
Published: (2026)
by: Wang, Zhong-Qiu, et al.
Published: (2026)
SICRN: Advancing Speech Enhancement through State Space Model and Inplace Convolution Techniques
by: Zhao, Changjiang, et al.
Published: (2024)
by: Zhao, Changjiang, et al.
Published: (2024)
TIGER: Time-frequency Interleaved Gain Extraction and Reconstruction for Efficient Speech Separation
by: Xu, Mohan, et al.
Published: (2024)
by: Xu, Mohan, et al.
Published: (2024)
Time-Frequency-Based Attention Cache Memory Model for Real-Time Speech Separation
by: Chen, Guo, et al.
Published: (2025)
by: Chen, Guo, et al.
Published: (2025)
SonicSim: A customizable simulation platform for speech processing in moving sound source scenarios
by: Li, Kai, et al.
Published: (2024)
by: Li, Kai, et al.
Published: (2024)
TDFNet: An Efficient Audio-Visual Speech Separation Model with Top-down Fusion
by: Pegg, Samuel, et al.
Published: (2024)
by: Pegg, Samuel, et al.
Published: (2024)
Advancing Zero-shot Text-to-Speech Intelligibility across Diverse Domains via Preference Alignment
by: Zhang, Xueyao, et al.
Published: (2025)
by: Zhang, Xueyao, et al.
Published: (2025)
Context-Aware Two-Step Training Scheme for Domain Invariant Speech Separation
by: Wang, Wupeng, et al.
Published: (2025)
by: Wang, Wupeng, et al.
Published: (2025)
Adaptive Inner Speech-Text Alignment for LLM-based Speech Translation
by: Liu, Henglyu, et al.
Published: (2025)
by: Liu, Henglyu, et al.
Published: (2025)
Neural Vocoders as Speech Enhancers
by: Li, Andong, et al.
Published: (2025)
by: Li, Andong, et al.
Published: (2025)
30+ Years of Source Separation Research: Achievements and Future Challenges
by: Araki, Shoko, et al.
Published: (2025)
by: Araki, Shoko, et al.
Published: (2025)
ctPuLSE: Close-Talk, and Pseudo-Label Based Far-Field, Speech Enhancement
by: Wang, Zhong-Qiu
Published: (2024)
by: Wang, Zhong-Qiu
Published: (2024)
Unsupervised Single-Channel Speech Separation with a Diffusion Prior under Speaker-Embedding Guidance
by: Shi, Runwu, et al.
Published: (2025)
by: Shi, Runwu, et al.
Published: (2025)
From Continuous to Discrete: Cross-Domain Collaborative General Speech Enhancement via Hierarchical Language Models
by: Mu, Zhaoxi, et al.
Published: (2025)
by: Mu, Zhaoxi, et al.
Published: (2025)
Attention-Constrained Inference for Robust Decoder-Only Text-to-Speech
by: Wang, Hankun, et al.
Published: (2024)
by: Wang, Hankun, et al.
Published: (2024)
UniSep: Universal Target Audio Separation with Language Models at Scale
by: Wang, Yuanyuan, et al.
Published: (2025)
by: Wang, Yuanyuan, et al.
Published: (2025)
Causal Self-supervised Pretrained Frontend with Predictive Code for Speech Separation
by: Wang, Wupeng, et al.
Published: (2025)
by: Wang, Wupeng, et al.
Published: (2025)
Noise-Aware Speech Separation with Contrastive Learning
by: Zhang, Zizheng, et al.
Published: (2023)
by: Zhang, Zizheng, et al.
Published: (2023)
Exploring Efficient Directional and Distance Cues for Regional Speech Separation
by: Jiang, Yiheng, et al.
Published: (2025)
by: Jiang, Yiheng, et al.
Published: (2025)
Unsupervised Multi-channel Speech Dereverberation via Diffusion
by: Wu, Yulun, et al.
Published: (2025)
by: Wu, Yulun, et al.
Published: (2025)
Listen to Extract: Onset-Prompted Target Speaker Extraction
by: Shen, Pengjie, et al.
Published: (2025)
by: Shen, Pengjie, et al.
Published: (2025)
RTFS-Net: Recurrent Time-Frequency Modelling for Efficient Audio-Visual Speech Separation
by: Pegg, Samuel, et al.
Published: (2023)
by: Pegg, Samuel, et al.
Published: (2023)
Speech Separation with Pretrained Frontend to Minimize Domain Mismatch
by: Wang, Wupeng, et al.
Published: (2024)
by: Wang, Wupeng, et al.
Published: (2024)
Joint Speaker Features Learning for Audio-visual Multichannel Speech Separation and Recognition
by: Li, Guinan, et al.
Published: (2024)
by: Li, Guinan, et al.
Published: (2024)
UniArray: Unified Spectral-Spatial Modeling for Array-Geometry-Agnostic Speech Separation
by: Chen, Weiguang, et al.
Published: (2025)
by: Chen, Weiguang, et al.
Published: (2025)
Enhancing Spectrogram Realism in Singing Voice Synthesis via Explicit Bandwidth Extension Prior to Vocoder
by: Yang, Runxuan, et al.
Published: (2025)
by: Yang, Runxuan, et al.
Published: (2025)
Jointly Recognizing Speech and Singing Voices Based on Multi-Task Audio Source Separation
by: Bai, Ye, et al.
Published: (2024)
by: Bai, Ye, et al.
Published: (2024)
Hierarchical Control of Emotion Rendering in Speech Synthesis
by: Inoue, Sho, et al.
Published: (2024)
by: Inoue, Sho, et al.
Published: (2024)
Hierarchical Emotion Prediction and Control in Text-to-Speech Synthesis
by: Inoue, Sho, et al.
Published: (2024)
by: Inoue, Sho, et al.
Published: (2024)
Fine-Grained Quantitative Emotion Editing for Speech Generation
by: Inoue, Sho, et al.
Published: (2024)
by: Inoue, Sho, et al.
Published: (2024)
Towards General Discrete Speech Codec for Complex Acoustic Environments: A Study of Reconstruction and Downstream Task Consistency
by: Wang, Haoran, et al.
Published: (2025)
by: Wang, Haoran, et al.
Published: (2025)
DualSpeechLM: Towards Unified Speech Understanding and Generation via Dual Speech Token Modeling with Large Language Models
by: Wang, Yuanyuan, et al.
Published: (2025)
by: Wang, Yuanyuan, et al.
Published: (2025)
SpeechRefiner: Towards Perceptual Quality Refinement for Front-End Algorithms
by: Li, Sirui, et al.
Published: (2025)
by: Li, Sirui, et al.
Published: (2025)
Multi-Step Prediction and Control of Hierarchical Emotion Distribution in Text-to-Speech Synthesis
by: Inoue, Sho, et al.
Published: (2025)
by: Inoue, Sho, et al.
Published: (2025)
VALL-T: Decoder-Only Generative Transducer for Robust and Decoding-Controllable Text-to-Speech
by: Du, Chenpeng, et al.
Published: (2024)
by: Du, Chenpeng, et al.
Published: (2024)
Fish-Speech: Leveraging Large Language Models for Advanced Multilingual Text-to-Speech Synthesis
by: Liao, Shijia, et al.
Published: (2024)
by: Liao, Shijia, et al.
Published: (2024)
Pseudo Labels-based Neural Speech Enhancement for the AVSR Task in the MISP-Meeting Challenge
by: Luo, Longjie, et al.
Published: (2025)
by: Luo, Longjie, et al.
Published: (2025)
Exploiting Audio-Visual Features with Pretrained AV-HuBERT for Multi-Modal Dysarthric Speech Reconstruction
by: Chen, Xueyuan, et al.
Published: (2024)
by: Chen, Xueyuan, et al.
Published: (2024)
Similar Items
-
A Fast and Lightweight Model for Causal Audio-Visual Speech Separation
by: Sang, Wendi, et al.
Published: (2025) -
VM-UNSSOR: Unsupervised Neural Speech Separation Enhanced by Higher-SNR Virtual Microphone Arrays
by: He, Shulin, et al.
Published: (2025) -
Cross-Talk Speech Reduction, by Separation, for Separation
by: Wang, Zhong-Qiu, et al.
Published: (2026) -
SICRN: Advancing Speech Enhancement through State Space Model and Inplace Convolution Techniques
by: Zhao, Changjiang, et al.
Published: (2024) -
TIGER: Time-frequency Interleaved Gain Extraction and Reconstruction for Efficient Speech Separation
by: Xu, Mohan, et al.
Published: (2024)