mlsanityData to 7 Oct 2026

MP-SENet: A Speech Enhancement Model with Parallel Denoising of Magnitude and Phase Spectra

arXiv 2305.13686 ↗First posted 23 May 2023eess.AScited by 51

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Abstract (arXiv)

This paper proposes MP-SENet, a novel Speech Enhancement Network which directly denoises Magnitude and Phase spectra in parallel. The proposed MP-SENet adopts a codec architecture in which the encoder and decoder are bridged by convolution-augmented transformers. The encoder aims to encode time-frequency representations from the input noisy magnitude and phase spectra. The decoder is composed of parallel magnitude mask decoder and phase decoder, directly recovering clean magnitude spectra and clean-wrapped phase spectra by incorporating learnable sigmoid activation and parallel phase estimation architecture, respectively. Multi-level losses defined on magnitude spectra, phase spectra, short-time complex spectra, and time-domain waveforms are used to train the MP-SENet model jointly. Experimental results show that our proposed MP-SENet achieves a PESQ of 3.50 on the public VoiceBank+DEMAND dataset and outperforms existing advanced speech enhancement methods.

Key facts. Cited by 51 papers in the map (data through 7 Oct 2026). First posted on arXiv 23 May 2023.

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Citing papers per year: 2023: 2; 2024: 12; 2025: 23; 2026: 14.

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  1. 2024An Investigation of Incorporating Mamba for Speech Enhancementcited by 61
  2. 2024Mamba in Speech: Towards an Alternative to Self-Attentioncited by 58
  3. 2023Separate Anything You Describecited by 43
  4. 2023HierSpeech++: Bridging the Gap between Semantic and Acoustic Representation of Speech by Hierarchical Variational Inference for Zero-shot Speech Synthesiscited by 35
  5. 2024Mamba-SEUNet: Mamba UNet for Monaural Speech Enhancementcited by 10
  6. 2025Bilingual Dual-Head Deep Model for Parkinson's Disease Detection from Speechcited by 7
  7. 2025Universal Speech Enhancement with Regression and Generative Mambacited by 7
  8. 2024SAV-SE: Scene-aware Audio-Visual Speech Enhancement with Selective State Space Modelcited by 6
  9. 2024A Variance-Preserving Interpolation Approach for Diffusion Models with Applications to Single Channel Speech Enhancement and Recognitioncited by 5
  10. 2024MECG-E: Mamba-based ECG Enhancer for Baseline Wander Removalcited by 5
  11. 2026FlowSE-GRPO: Training Flow Matching Speech Enhancement via Online Reinforcement Learningcited by 5
  12. 2024MUSE: Flexible Voiceprint Receptive Fields and Multi-Path Fusion Enhanced Taylor Transformer for U-Net-based Speech Enhancementcited by 4
38 more
  1. 2025xLSTM-SENet: xLSTM for Single-Channel Speech Enhancementcited by 4
  2. 2025Schr"odinger Bridge Consistency Trajectory Models for Speech Enhancementcited by 4
  3. 2025Linguistic Knowledge Transfer Learning for Speech Enhancementcited by 3
  4. 2025A Survey of Deep Learning for Complex Speech Spectrogramscited by 3
  5. 2024CleanUMamba: A Compact Mamba Network for Speech Denoising using Channel Pruningcited by 2
  6. 2024Broadband Ground Motion Synthesis by Diffusion Model with Minimal Conditioncited by 2
  7. 2025Audio Texture Manipulation by Exemplar-Based Analogycited by 2
  8. 2025MambAttention: Mamba with Multi-Head Attention for Generalizable Single-Channel Speech Enhancementcited by 2
  9. 2025Knowing When to Quit: Probabilistic Early Exits for Speech Separationcited by 2
  10. 2024ICMC-ASR: The ICASSP 2024 In-Car Multi-Channel Automatic Speech Recognition Challengecited by 1
  11. 2024Selective State Space Model for Monaural Speech Enhancementcited by 1
  12. 2025TF-MLPNet: Tiny Real-Time Neural Speech Separationcited by 1
  13. 2026Bug or Feature2: Weight Drift, Activation Sparsity and Spikescited by 1
  14. 2024A Dual-Branch Parallel Network for Speech Enhancement and Restorationcited by 0
  15. 2025Are Deep Speech Denoising Models Robust to Adversarial Noise?cited by 0
  16. 2025Magnitude-Phase Dual-Path Speech Enhancement Network based on Self-Supervised Embedding and Perceptual Contrast Stretch Boostingcited by 0
  17. 2025RoVo: Robust Voice Protection Against Unauthorized Speech Synthesis with Embedding-Level Perturbationscited by 0
  18. 2025Active Speech Enhancement: Active Speech Denoising Decliping and Deveraberationcited by 0
  19. 2025ClaritySpeech: Dementia Obfuscation in Speechcited by 0
  20. 2025Balalaika: Data-Centric, Prosody-Aware Annotation Pipeline for Russian Speechcited by 0
  21. 2025EffiFusion-GAN: Efficient Fusion Generative Adversarial Network for Speech Enhancementcited by 0
  22. 2025WaveLLDM: Design and Development of a Lightweight Latent Diffusion Model for Speech Enhancement and Restorationcited by 0
  23. 2025Leveraging Multiple Speech Enhancers for Non-Intrusive Intelligibility Prediction for Hearing-Impaired Listenerscited by 0
  24. 2025Exploring Resolution-Wise Shared Attention in Hybrid Mamba-U-Nets for Improved Cross-Corpus Speech Enhancementcited by 0
  25. 2025DroneAudioset: An Audio Dataset for Drone-based Search and Rescuecited by 0
  26. 2025IMSE: Efficient U-Net-based Speech Enhancement using Inception Depthwise Convolution and Amplitude-Aware Linear Attentioncited by 0
  27. 2025Lightweight Wasserstein Audio-Visual Model for Unified Speech Enhancement and Separationcited by 0
  28. 2026Dual-View Predictive Diffusion: Lightweight Speech Enhancement via Spectrogram-Image Synergycited by 0
  29. 2026Universal Robust Speech Adaptation for Cross-Domain Speech Recognition and Enhancementcited by 0
  30. 2026Training-Free Intelligibility-Guided Observation Addition for Noisy ASRcited by 0
  31. 2026Evolution Strategy-Based Calibration for Low-Bit Quantization of Speech Modelscited by 0
  32. 2026SB-RF: Schr"odinger Bridge Rectified Flow for One-Step Robust Speech Enhancementcited by 0
  33. 2026BASENet: Band-Adapted Speech Enhancement Network with Cross-Band Attentioncited by 0
  34. 2026QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancementcited by 0
  35. 2026Neuromorphic Speech Enhancement with Dual-Branch Spiking Neural Networkscited by 0
  36. 2026RT-SEMamba: Real-Time Speech Enhancement Mamba via Progressive Knowledge Distillationcited by 0
  37. 2026StrixAE: An Intelligent Agent for Audio Enhancement under Complex Distortion Coupling in Real-World Scenarioscited by 0
  38. 2026SSEMG-Net: A Spectrogram-Based Mamba Network for Surface Electromyography Denoisingcited by 0

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