mlsanityData to 7 Oct 2026

DPT-FSNet: Dual-path Transformer Based Full-band and Sub-band Fusion Network for Speech Enhancement

arXiv 2104.13002 ↗First posted 27 Apr 2021cs.SD eess.AScited by 33

Not on the map. Why?

Abstract (arXiv)

Sub-band models have achieved promising results due to their ability to model local patterns in the spectrogram. Some studies further improve the performance by fusing sub-band and full-band information. However, the structure for the full-band and sub-band fusion model was not fully explored. This paper proposes a dual-path transformer-based full-band and sub-band fusion network (DPT-FSNet) for speech enhancement in the frequency domain. The intra and inter parts of the dual-path transformer model sub-band and full-band information, respectively. The features utilized by our proposed method are more interpretable than those utilized by the time-domain dual-path transformer. We conducted experiments on the Voice Bank + DEMAND and Interspeech 2020 Deep Noise Suppression (DNS) datasets to evaluate the proposed method. Experimental results show that the proposed method outperforms the current state-of-the-art.

Key facts. Cited by 33 papers in the map (data through 7 Oct 2026). First posted on arXiv 27 Apr 2021.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2022: 7; 2023: 7; 2024: 8; 2025: 9; 2026: 2.

33 papers.

Sort:

By area:

  1. 2022Music Source Separation with Band-split RNNcited by 69
  2. 2024An Investigation of Incorporating Mamba for Speech Enhancementcited by 61
  3. 2022CMGAN: Conformer-based Metric GAN for Speech Enhancementcited by 45
  4. 2023Transformers in Speech Processing: A Surveycited by 38
  5. 2022CMGAN: Conformer-Based Metric-GAN for Monaural Speech Enhancementcited by 22
  6. 2023Wav2code: Restore Clean Speech Representations via Codebook Lookup for Noise-Robust ASRcited by 10
  7. 2024Mamba-SEUNet: Mamba UNet for Monaural Speech Enhancementcited by 10
  8. 2022ESPnet-SE++: Speech Enhancement for Robust Speech Recognition, Translation, and Understandingcited by 8
  9. 2022SCP-GAN: Self-Correcting Discriminator Optimization for Training Consistency Preserving Metric GAN on Speech Enhancement Taskscited by 8
  10. 2025Universal Speech Enhancement with Regression and Generative Mambacited by 7
  11. 2022Perceptual Contrast Stretching on Target Feature for Speech Enhancementcited by 6
  12. 2024Dynamic Gated Recurrent Neural Network for Compute-efficient Speech Enhancementcited by 5
21 more
  1. 2024MUSE: Flexible Voiceprint Receptive Fields and Multi-Path Fusion Enhanced Taylor Transformer for U-Net-based Speech Enhancementcited by 4
  2. 2025xLSTM-SENet: xLSTM for Single-Channel Speech Enhancementcited by 4
  3. 2025A Composite Predictive-Generative Approach to Monaural Universal Speech Enhancementcited by 4
  4. 2025Schr"odinger Bridge Consistency Trajectory Models for Speech Enhancementcited by 4
  5. 2025A Survey of Deep Learning for Complex Speech Spectrogramscited by 3
  6. 2023Efficient Encoder-Decoder and Dual-Path Conformer for Comprehensive Feature Learning in Speech Enhancementcited by 2
  7. 2023Ultra Dual-Path Compression For Joint Echo Cancellation And Noise Suppressioncited by 2
  8. 2023DPATD: Dual-Phase Audio Transformer for Denoisingcited by 2
  9. 2024From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodologycited by 2
  10. 2022Audio Denoising for Robust Audio Fingerprintingcited by 1
  11. 2024Diffusion Gaussian Mixture Audio Denoisecited by 1
  12. 2025A High-Fidelity Speech Super Resolution Network using a Complex Global Attention Module with Spectro-Temporal Losscited by 1
  13. 2023Music Augmentation and Denoising For Peak-Based Audio Fingerprintingcited by 0
  14. 2023Improving Label Assignments Learning by Dynamic Sample Dropout Combined with Layer-wise Optimization in Speech Separationcited by 0
  15. 2024TRNet: Two-level Refinement Network leveraging Speech Enhancement for Noise Robust Speech Emotion Recognitioncited by 0
  16. 2024A Lightweight and Real-Time Binaural Speech Enhancement Model with Spatial Cues Preservationcited by 0
  17. 2025EffiFusion-GAN: Efficient Fusion Generative Adversarial Network for Speech Enhancementcited by 0
  18. 2025ADNAC: Audio Denoiser using Neural Audio Codeccited by 0
  19. 2025IMSE: Efficient U-Net-based Speech Enhancement using Inception Depthwise Convolution and Amplitude-Aware Linear Attentioncited by 0
  20. 2026BASENet: Band-Adapted Speech Enhancement Network with Cross-Band Attentioncited by 0
  21. 2026QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancementcited by 0