DCCRN: Deep Complex Convolution Recurrent Network for Phase-Aware Speech Enhancement

1 August 2020

Jian Wu

Lei Xie

Papers citing "DCCRN: Deep Complex Convolution Recurrent Network for Phase-Aware Speech Enhancement"

50 / 101 papers shown

Title
Knowledge Distillation for Speech Denoising by Latent Representation Alignment with Cosine Distance Diep Luong Mikko Heikkinen K. Drossos Tuomas Virtanen 47 0 0 06 May 2025
A Low-Power Streaming Speech Enhancement Accelerator For Edge Devices Ci-Hao Wu Tian-Sheuan Chang 61 1 0 27 Mar 2025
CleanMel: Mel-Spectrogram Enhancement for Improving Both Speech Quality and ASR Nian Shao Rui Zhou Pengyu Wang Xian Li Ying Fang Yujie Yang Xiaofei Li 41 0 0 27 Feb 2025
Speech Enhancement with Overlapped-Frame Information Fusion and Causal Self-Attention Yuewei Zhang Huanbin Zou Jie Zhu 44 0 0 21 Jan 2025
Towards Ultra-Low-Power Neuromorphic Speech Enhancement with Spiking-FullSubNet Xiang Hao Chenxiang Ma Qu Yang Jibin Wu Kay Chen Tan 28 0 0 07 Oct 2024
SonicSim: A customizable simulation platform for speech processing in moving sound source scenarios Kai Li Wendi Sang Chang Zeng Runxuan Yang Guo Chen Xiaolin Hu 34 2 0 02 Oct 2024
GALD-SE: Guided Anisotropic Lightweight Diffusion for Efficient Speech Enhancement Chengzhong Wang Jianjun Gu Dingding Yao Junfeng Li Yonghong Yan DiffM 170 0 0 23 Sep 2024
Leveraging Joint Spectral and Spatial Learning with MAMBA for Multichannel Speech Enhancement Wenze Ren Haibin Wu Yi-Cheng Lin Xuanjun Chen Rong-Yu Chao Kuo-Hsuan Hung You-Jin Li Wen-Yuan Ting Hsin-Min Wang Yu Tsao Mamba 44 0 0 16 Sep 2024
DeWinder: Single-Channel Wind Noise Reduction using Ultrasound Sensing Kuang Yuan Shuo Han Swarun Kumar Bhiksha Raj 32 2 0 10 Sep 2024
aTENNuate: Optimized Real-time Speech Enhancement with Deep SSMs on Raw Audio Yan Ru Pei Ritik Shrivastava FNU Sidharth 43 1 0 05 Sep 2024
SNR-Progressive Model with Harmonic Compensation for Low-SNR Speech Enhancement Zhongshu Hou Tong Lei Qinwen Hu Zhanzhong Cao Ming Tang Jing Lu 37 0 0 24 Jun 2024
RaD-Net 2: A causal two-stage repairing and denoising speech enhancement network with knowledge distillation and complex axial self-attention Mingshuai Liu Zhuangqi Chen Xiaopeng Yan Yuanjun Lv Xianjun Xia Chuanzeng Huang Yijian Xiao Lei Xie 52 2 0 11 Jun 2024
Effects of Dataset Sampling Rate for Noise Cancellation through Deep Learning Brandon Colelough Andrew Zheng 26 1 0 30 May 2024
TRNet: Two-level Refinement Network leveraging Speech Enhancement for Noise Robust Speech Emotion Recognition Chengxin Chen Pengyuan Zhang 35 0 0 19 Apr 2024
Towards Decoupling Frontend Enhancement and Backend Recognition in Monaural Robust ASR Yufeng Yang Ashutosh Pandey DeLiang Wang 44 4 0 11 Mar 2024
Real-time Low-latency Music Source Separation using Hybrid Spectrogram-TasNet Satvik Venkatesh Arthur Benilov Philip Coleman Frederic Roskam 37 5 0 27 Feb 2024
A Two-Stage Framework in Cross-Spectrum Domain for Real-Time Speech Enhancement Yuewei Zhang Huanbin Zou Jie Zhu 29 3 0 19 Jan 2024
Self-supervised Complex Network for Machine Sound Anomaly Detection Miseul Kim M. Ho Hong-Goo Kang 22 8 0 21 Dec 2023
Investigating the Design Space of Diffusion Models for Speech Enhancement Philippe Gonzalez Zheng-Hua Tan Jan Østergaard Jesper Jensen T. S. Alstrøm Tobias May DiffM 33 6 0 07 Dec 2023
FAT-HuBERT: Front-end Adaptive Training of Hidden-unit BERT for Distortion-Invariant Robust Speech Recognition Dongning Yang Wei Wang Yanmin Qian 13 3 0 29 Nov 2023
On the Effectiveness of ASR Representations in Real-world Noisy Speech Emotion Recognition Xiaohan Shi Jiajun He Xingfeng Li T. Toda 34 3 0 13 Nov 2023
Speech enhancement with frequency domain auto-regressive modeling Anurenjan Purushothaman Debottam Dutta Rohit Kumar Sriram Ganapathy 25 2 0 24 Sep 2023
Complexity Scaling for Speech Denoising Hangting Chen Jianwei Yu Chao Weng 27 2 0 14 Sep 2023
Single-Channel Speech Enhancement with Deep Complex U-Networks and Probabilistic Latent Space Models E. J. Nustede Jörn Anemüller 27 3 0 04 Sep 2023
SpeechX: Neural Codec Language Model as a Versatile Speech Transformer Xiaofei Wang Manthan Thakker Zhuo Chen Naoyuki Kanda Sefik Emre Eskimez Sanyuan Chen M. Tang Shujie Liu Jinyu Li Takuya Yoshioka 26 80 0 14 Aug 2023
Building Blocks for a Complex-Valued Transformer Architecture Florian Eilers Xiaoyi Jiang ViT 32 7 0 16 Jun 2023
Multi-Loss Convolutional Network with Time-Frequency Attention for Speech Enhancement Liang Wan Hongqing Liu Yi Zhou Jie Ji 25 2 0 15 Jun 2023
A Mask Free Neural Network for Monaural Speech Enhancement Liangqi Liu Haixing Guan Jinlong Ma Wei Dai Guang-Yi Wang Shaowei Ding 21 11 0 07 Jun 2023
On the Behavior of Intrusive and Non-intrusive Speech Enhancement Metrics in Predictive and Generative Settings Danilo de Oliveira Julius Richter Jean-Marie Lemercier Tal Peer Timo Gerkmann 35 5 0 05 Jun 2023
mdctGAN: Taming transformer-based GAN for speech super-resolution with Modified DCT spectra Chenhao Shuai Chaohua Shi Lu Gan Hongqing Liu 30 8 0 18 May 2023
Universal Source Separation with Weakly Labelled Data Qiuqiang Kong K. Chen Haohe Liu Xingjian Du Taylor Berg-Kirkpatrick Shlomo Dubnov Mark D. Plumbley 18 17 0 11 May 2023
Inter-SubNet: Speech Enhancement with Subband Interaction Jun Chen Wei Rao Zehao Wang Jiuxin Lin Zhiyong Wu Yannan Wang Shidong Shang Helen M. Meng 11 13 0 09 May 2023
Complex Mixer for MedMNIST Classification Decathlon Zhuoran Zheng Xiuyi Jia 32 7 0 20 Apr 2023
Spatial-Frequency Attention for Image Denoising Shi Guo Hongwei Yong Xindong Zhang Jianqi Ma Lei Zhang ViT AI4TS 32 15 0 27 Feb 2023
Time-Variance Aware Real-Time Speech Enhancement Chengyu Zheng Yuan-yuan Zhou Xiulian Peng Yuanyuan Zhang Yan Lu 21 0 0 25 Feb 2023
Speech Enhancement with Multi-granularity Vector Quantization Xiaokang Zhao Qiu-shi Zhu Jie Zhang 25 0 0 16 Feb 2023
Local spectral attention for full-band speech enhancement Zhongshu Hou Qi Hu Kai-Jyun Chen Jing Lu 36 0 0 11 Feb 2023
THLNet: two-stage heterogeneous lightweight network for monaural speech enhancement Feng Dang Qi Hu Pengyuan Zhang 21 2 0 19 Jan 2023
Rethinking complex-valued deep neural networks for monaural speech enhancement Haibin Wu Ke Tan Buye Xu Anurag Kumar Daniel D. E. Wong 29 6 0 11 Jan 2023
Towards Unified All-Neural Beamforming for Time and Frequency Domain Speech Separation Rongzhi Gu Shi-Xiong Zhang Yuexian Zou Dong Yu AI4TS 22 24 0 16 Dec 2022
Stereo Speech Enhancement Using Custom Mid-Side Signals and Monaural Processing A. Master Lie Lu Nathan Swedlow 19 0 0 25 Nov 2022
Exploring WavLM on Speech Enhancement Hyungchan Song Sanyuan Chen Zhuo Chen Yu-Huan Wu Takuya Yoshioka M. Tang Jong Won Shin Shujie Liu 19 16 0 18 Nov 2022
Towards Building Text-To-Speech Systems for the Next Billion Users Gokul Karthik Kumar V. PraveenS. Pratyush Kumar Mitesh M. Khapra Karthik Nandakumar 38 18 0 17 Nov 2022
A Two-Stage Deep Representation Learning-Based Speech Enhancement Method Using Variational Autoencoder and Adversarial Training Yang Xiang Jesper Lisby Højvang M. Rasmussen M. G. Christensen DRL 23 5 0 16 Nov 2022
McNet: Fuse Multiple Cues for Multichannel Speech Enhancement Yujie Yang Changsheng Quan Xiaofei Li 31 21 0 16 Nov 2022
Leveraging Heteroscedastic Uncertainty in Learning Complex Spectral Mapping for Single-channel Speech Enhancement Kuan-Lin Chen Daniel D. E. Wong Ke Tan Buye Xu Anurag Kumar V. Ithapu 35 1 0 16 Nov 2022
The Potential of Neural Speech Synthesis-based Data Augmentation for Personalized Speech Enhancement Anastasia Kuznetsova Aswin Sivaraman Minje Kim 32 3 0 14 Nov 2022
The ISCSLP 2022 Intelligent Cockpit Speech Recognition Challenge (ICSRC): Dataset, Tracks, Baseline and Results Ao Zhang F. Yu Kaixun Huang Linfu Xie Longbiao Wang E. Chng Hui Bu Binbin Zhang Wei Chen Xin Xu 32 4 0 03 Nov 2022
LMD: A Learnable Mask Network to Detect Adversarial Examples for Speaker Verification Xingqi Chen Jie Wang Xiaoli Zhang Weiqiang Zhang Kunde Yang AAML 26 7 0 02 Nov 2022
SCA: Streaming Cross-attention Alignment for Echo Cancellation Yang Liu Yangyang Shi Yun Li Kaustubh Kalgaonkar Sriram Srinivasan X. Lei 38 8 0 01 Nov 2022