Complex Ratio Masking for Monaural Speech Separation

No abstract is available for this paper.

• Publication year

  2016

• Venue

  IEEE/ACM Transactions on Audio Speech and Language Processing

• Publication date

  2016-03-01

• Fields of study

  Medicine, Computer Science, Engineering

• Identifiers
  DOI 10.1109/TASLP.2015.2512042PMID 27069955PMCID PMC4826046
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar, PubMed

• No claims are published for this paper.

• No concepts are published for this paper.

• Phase-sensitive and recognition-boosted speech separation using deep recurrent neural networks

  2015cited by this paper
• Ideal Time–Frequency Masking Algorithms Lead to Different Speech Intelligibility and Quality in Normal-Hearing and Cochlear Implant Listeners

  2015cited by this paper
• On speech quality estimation of phase-aware single-channel speech enhancement

  2015cited by this paper
• Estimating nonnegative matrix model activations with deep neural networks to increase perceptual speech quality.

  2015cited by this paper
• A deep neural network for time-domain signal reconstruction

  2015influential reference
• STFT Phase Reconstruction in Voiced Speech for an Improved Single-Channel Speech Enhancement

  2014cited by this paper
• A Feature Study for Classification-Based Speech Separation at Low Signal-to-Noise Ratios

  2014cited by this paper
• Reconstruction techniques for improving the perceptual quality of binary masked speech.

  2014cited by this paper
• Boosted deep neural networks and multi-resolution cochleagram features for voice activity detection

  2014cited by this paper
• On Training Targets for Supervised Speech Separation

  2014cited by this paper
• Exploring Monaural Features for Classification-Based Speech Segregation

  2013cited by this paper
• Phase randomization - A new paradigm for single-channel signal enhancement

  2013cited by this paper
• An algorithm to improve speech recognition in noise for hearing-impaired listeners.

  2013cited by this paper
• Phase estimation for signal reconstruction in single-channel source separation

  2012cited by this paper
• An Algorithm for Intelligibility Prediction of Time–Frequency Weighted Noisy Speech

  2011cited by this paper
• Adaptive Subgradient Methods for Online Learning and Stochastic Optimization

  2011cited by this paper
• The importance of phase in speech enhancement

  2011influential reference
• An evaluation of objective measures for intelligibility prediction of time-frequency weighted noisy speech.

  2011cited by this paper
• Deep Sparse Rectifier Neural Networks

  2011cited by this paper
• Single-Channel Source Separation Using Complex Matrix Factorization

  2011cited by this paper
• Iterative Phase Estimation for the Synthesis of Separated Sources From Single-Channel Mixtures

  2010cited by this paper
• An algorithm that improves speech intelligibility in noise for normal-hearing listeners.

  2009cited by this paper
• Complex NMF: A new sparse representation for acoustic signals

  2009cited by this paper
• Evaluation of Objective Quality Measures for Speech Enhancement

  2008cited by this paper
• Speech Enhancement: Theory and Practice

  2007cited by this paper
• Effects of noise and distortion on speech quality judgments in normal-hearing and hearing-impaired listeners.

  2007cited by this paper
• MVA Processing of Speech Features

  2007cited by this paper
• Incorporating Phase Information for Source Separation via Spectrogram Factorization

  2007cited by this paper
• Perceptual evaluation of speech quality (PESQ)-a new method for speech quality assessment of telephone networks and codecs

  2001cited by this paper
• Multitask Learning

  1997cited by this paper
• Darpa Timit Acoustic-Phonetic Continuous Speech Corpus CD-ROM {TIMIT} | NIST

  1993cited by this paper
• Signal estimation from modified short-time Fourier transform

  1983cited by this paper
• The unimportance of phase in speech enhancement

  1982influential reference
• The importance of phase in signals

  1980cited by this paper
• IEEE Recommended Practice for Speech Quality Measurements

  1969cited by this paper
• Speech Enhancement Using a-Minimum Mean-Square Error Short-Time Spectral Amplitude Estimator

  year unknowninfluential reference

• Input-Adaptive Spectral Feature Compression by Sequence Modeling for Source Separation

  2026cites this paper
• Trainable multi-channel front-ends for joint beamforming and speaker embedding extraction

  2026cites this paper
• Fast-ULCNet: A fast and ultra low complexity network for single-channel speech enhancement

  2026cites this paper
• Enhancing convolution recurrent network with graph signal processing: High suppressive interference mitigation

  2026cites this paper
• Universal Source Separation With Weakly Labelled Data for Computational Auditory Scene Analysis

  2026cites this paper
• Propeller self-noise suppression algorithm for unmanned underwater vehicles based on a two-stage denoising-inpainting framework.

  2026cites this paper
• Learning Physiology-Informed Vocal Spectrotemporal Representations for Speech Emotion Recognition

  2026cites this paper
• A Nested U-Network with Temporal Convolution for Monaural Speech Enhancement in Laser Hearing

  2026cites this paper
• Dual-View Predictive Diffusion: Lightweight Speech Enhancement via Spectrogram-Image Synergy

  2026cites this paper
• Towards Real-Time Generative Speech Restoration with Flow-Matching

  2025cites this paper
• Single-Channel Speech Enhancement in Spherical-Mapped Short-Time Spectral Domain

  2025cites this paper
• Speech Enhancement using U-Net-based TF-Locoformer with Multi-Dilated Dense Blocks

  2025cites this paper
• Frequency-Domain Signal-to-Noise Ratios Illuminate the Effects of the Spectral Consistency Constraint and Griffin-Lim Algorithms

  2025cites this paper
• Restoring Harmonics: Enhancing Speech Quality with Deep Mask and Harmonic Restoration Network

  2025cites this paper
• VOCAL-denoiser: A novel focal-based Unet for a robust speech denoising

  2025cites this paper
• Learning Time-Graph Frequency Representation for Monaural Speech Enhancement

  2025cites this paper
• DPDFNet: Boosting DeepFilterNet2 via Dual-Path RNN

  2025cites this paper
• A Study of the Removability of Speaker-Adversarial Perturbations

  2025cites this paper
• Robust frame-level speaker localization guided by multi-channel speech enhancement and inter-channel phase-difference losses.

  2025cites this paper
• CRG-MGAN: A speech enhancement algorithm based on GAN

  2025cites this paper
• Two-Stage Speech Enhancement Framework: Balancing Spectral Suppression and Compensation

  2025cites this paper
• Leveraging spatial cues from cochlear implant microphones to efficiently enhance speech separation in naturalistic listening scenes

  2025cites this paper
• Elevating Robust ASR By Decoupling Multi-Channel Speaker Separation and Speech Recognition

  2025cites this paper
• Deep Learning-Based Audio Denoising for Disaster Response Systems

  2025cites this paper
• Audio-Visual Speech Enhancement for Spatial Audio - Spatial-VisualVoice and the MAVE Database

  2025cites this paper
• mmMUSE: An mmWave-based Motion-resilient Universal Speech Enhancement System

  2025cites this paper
• Linguistic Knowledge Transfer Learning for Speech Enhancement

  2025cites this paper
• Speech Separation Using Advanced Deep Neural Network Methods: A Recent Survey

  2025cites this paper
• WearSE: Enabling Streaming Speech Enhancement on Eyewear Using Acoustic Sensing

  2025cites this paper
• UL-UNAS: Ultra-Lightweight U-Nets for Real-Time Speech Enhancement via Network Architecture Search

  2025cites this paper
• Dual-Path Federative Magnitude and Phase Estimation Combing Transformer with RNN for Single Channel Speech Enhancement

  2025cites this paper
• Two-Stage Cascaded Speech Enhancement by Exploiting Magnitude and Phase Optimization

  2025cites this paper
• Two-stage Audio-Visual Target Speaker Extraction System for Real-Time Processing On Edge Device

  2025cites this paper
• WaLi: Can Pressure Sensors in HVAC Systems Capture Human Speech?

  2025cites this paper
• Two-stage deep complex gated convolution attention network for multi-channel noise suppression

  2025cites this paper
• A Lightweight Hybrid Dual Channel Speech Enhancement System under Low-SNR Conditions

  2025cites this paper
• Dual-axis spectrum attention network: A robust model for underwater acoustic signal denoising

  2025cites this paper
• LSENet: A Lightweight Spectral Enhancement Network for High-Quality Speech Processing on Resource-Constrained Platforms

  2025cites this paper
• WTFormer: A Wavelet Conformer Network for MIMO Speech Enhancement with Spatial Cues Peservation

  2025cites this paper
• A bi-directional cascaded transformer network for underwater narrowband signal enhancement.

  2025cites this paper
• Hybrid Real- And Complex-Valued Neural Network Concept For Low-Complexity Phase-Aware Speech Enhancement

  2025cites this paper
• Neural Forward Filtering for Speaker-Image Separation

  2025cites this paper
• FlexIO: Flexible Single- and Multi-Channel Speech Separation and Enhancement

  2025cites this paper
• Efficient Spiking Complex-valued Temporal Convolutional Networks for Low-power Speech Enhancement

  2025cites this paper
• Investigating Self-Supervised Learning-Based Front-End for Multi-Channel Replay Attack Detection

  2025cites this paper
• Two-Channel Binaural Speaker Separation with Phase-Aware Ear-Conditioned Learning

  2025cites this paper
• Real-Time Speech Denoising on Edge Devices for Disaster Response

  2025cites this paper
• Speech enhancement using nested U-net with time frequency attention and D3 net

  2025cites this paper
• Noise-Robust Speaker Verification With Attenuated Speech Restoration and Consistency Training

  2025cites this paper
• Elevating Robust Multi-Talker ASR by Decoupling Speaker Separation and Speech Recognition

  2025cites this paper
• Robust Speech Recognition with Schrödinger Bridge-Based Speech Enhancement

  2025cites this paper
• Ultra low-compute complex spectral masking for multichannel speech enhancement

  2025cites this paper
• Robust Frame-level Speaker Localization in Reverberant and Noisy Environments by Exploiting Phase Difference Losses

  2025cites this paper
• Attend to Listen: A Single-Input/Binaural-Output Heterophasic MVDR Filter for Noise Reduction and Perceptual Rendering

  2025cites this paper
• Restoring extremely low-light light fields via decomposition-enhancement and frequency-pixel fusion.

  2025cites this paper
• DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids

  2025cites this paper
• 30+ Years of Source Separation Research: Achievements and Future Challenges

  2025cites this paper
• UP-Cycle-SENet: Unpaired phase-aware speech enhancement using deep complex cycle adversarial networks

  2025cites this paper
• Single Channel Speech Enhancement using a Complex Dual-Path Multi Axial Transformer with Frequency Prompt

  2025influential citation
• Monaural Speech Enhancement with Full-Convolution Attention Module and Post-Processing Strategy

  2025cites this paper
• LMFCA-Net: A Lightweight Model for Multi-Channel Speech Enhancement with Efficient Narrow-Band and Cross-Band Attention

  2025cites this paper
• AudioSpa: Spatializing Sound Events with Text

  2025cites this paper
• Improving the Speech Enhancement Model with Discrete Wavelet Transform Sub-Band Features in Adaptive FullSubNet

  2025cites this paper
• Dual-path and interactive UNET for speech enhancement with multi-order fractional features

  2025cites this paper
• Are Deep Speech Denoising Models Robust to Adversarial Noise?

  2025cites this paper
• Analysis and Extension of Noisy-target Training for Unsupervised Target Signal Enhancement

  2025cites this paper
• Improving the Signal-to-Noise Ratio of Single-Channel Earthquake Data With an Attention-Based UNet3+ and Phase-Difference Mask

  2025cites this paper
• Contextual understanding with contextual embeddings for multi-talker speech separation and recognition in a cocktail party

  2025cites this paper
• Enhancing Subband Speech Processing: Integrating Multi-View Attention Module into Inter-SubNet for Superior Speech Enhancement

  2025cites this paper
• Cross-attention among spectrum, waveform and SSL representations with bidirectional knowledge distillation for speech enhancement

  2025cites this paper
• A Survey of Deep Learning for Complex Speech Spectrograms

  2025influential citation
• Toward Ultralow-Power Neuromorphic Speech Enhancement With Spiking-FullSubNet

  2025cites this paper
• Edge-Deployed Band-Split Rotary Position Encoding Transformer for Ultra-Low-Signal-to-Noise-Ratio Unmanned Aerial Vehicle Speech Enhancement

  2025cites this paper
• SoloSpeech: Enhancing Intelligibility and Quality in Target Speech Extraction through a Cascaded Generative Pipeline

  2025cites this paper
• ARiSE: Auto-Regressive Multi-Channel Speech Enhancement

  2025cites this paper
• A Composite Predictive-Generative Approach to Monaural Universal Speech Enhancement

  2025cites this paper
• Exploring Length Generalization for Transformer-Based Speech Enhancement

  2025influential citation
• EDNet: A Versatile Speech Enhancement Framework With Gating Mamba Mechanism and Phase Shift-Invariant Training

  2025cites this paper
• Perceptual effects of reducing algorithmic latency on deep-learning based noise reductiona).

  2025cites this paper
• Long-Context Modeling Networks for Monaural Speech Enhancement: A Comparative Study

  2025cites this paper
• Fully Convolutional Neural Network-Based Speech Enhancement for In-Vehicle Environment in 3D Perspective

  2025cites this paper
• TFSWA-ResUNet: music source separation with time–frequency sequence and shifted window attention-based ResUNet

  2025cites this paper
• Rethinking the joint estimation of magnitude and phase for time-frequency domain neural vocoders

  2025cites this paper
• Are Modern Speech Enhancement Systems Vulnerable to Adversarial Attacks?

  2025cites this paper
• Shortcut Flow Matching for Speech Enhancement: Step-Invariant flows via single stage training

  2025cites this paper
• A Single-Input/Binaural-Output Perceptual Rendering Based Speech Separation Method in Noisy Environments

  2024cites this paper
• LDMSE: Low Computational Cost Generative Diffusion Model for Speech Enhancement

  2024cites this paper
• Latent Mixup Knowledge Distillation for Single Channel Speech Enhancement

  2024cites this paper
• Band-Split Inter-SubNet: Band-Split with Subband Interaction for Monaural Speech Enhancement

  2024cites this paper
• HC-APNet: Harmonic Compensation Auditory Perception Network for low-complexity speech enhancement

  2024cites this paper
• Time-Graph Frequency Representation with Singular Value Decomposition for Neural Speech Enhancement

  2024cites this paper
• Speech Enhancement in Extremely Noisy Environments Based on Time-Frequency Harmonic Mask with Throat Microphone

  2024cites this paper
• MA-Net: Resource-efficient multi-attentional network for end-to-end speech enhancement

  2024cites this paper
• A comprehensive study on supervised single-channel noisy speech separation with multi-task learning

  2024cites this paper
• Two-Stage Cross-Modal Speech Separation Based on Speech Embeddings

  2024cites this paper
• Enhancing dysarthric speech recognition through SepFormer and hierarchical attention network models with multistage transfer learning

  2024cites this paper
• Selective State Space Model for Monaural Speech Enhancement

  2024cites this paper
• Designing a System to Recognize Main Arabic Dialects

  2024cites this paper
• Experimental Study on Drilling Signal Characteristics of PDC Drill Bit in Media of Different Strengths and Identification of Weak Media

  2024cites this paper
• Single-Channel Speech Restoration Using Deep Speech Features Reconstruction

  2024cites this paper