Unsupervised Deep Clustering for Source Separation: Direct Learning from
Mixtures using Spatial Information

Unsupervised Deep Clustering for Source Separation: Direct Learning from Mixtures using Spatial Information

5 November 2018

Efthymios Tzinis

Shrikant Venkataramani

Paris Smaragdis

Papers citing "Unsupervised Deep Clustering for Source Separation: Direct Learning from Mixtures using Spatial Information"

13 / 13 papers shown

Title
ArrayDPS: Unsupervised Blind Speech Separation with a Diffusion Prior Zhongweiyang Xu Xulin Fan Zhong-Qiu Wang Xilin Jiang Romit Roy Choudhury DiffM 54 0 0 08 May 2025
Microphone Array Signal Processing and Deep Learning for Speech Enhancement Reinhold Haeb-Umbach Tomohiro Nakatani Marc Delcroix Christoph Boeddeker Tsubasa Ochiai 43 0 0 13 Jan 2025
Pre-trained Spatial Priors on Multichannel NMF for Music Source Separation P. C. Molero A. Muñoz-Montoro J. Carabias-Orti P. Vera-Candeas 21 0 0 09 Oct 2023
Unsupervised Multi-channel Separation and Adaptation Cong Han K. Wilson Scott Wisdom J. Hershey 26 4 0 18 May 2023
Self-Remixing: Unsupervised Speech Separation via Separation and Remixing Kohei Saijo Tetsuji Ogawa SSL 22 11 0 18 Nov 2022
AudioScopeV2: Audio-Visual Attention Architectures for Calibrated Open-Domain On-Screen Sound Separation Efthymios Tzinis Scott Wisdom Tal Remez J. Hershey 39 30 0 20 Jul 2022
Separate but Together: Unsupervised Federated Learning for Speech Enhancement from Non-IID Data Efthymios Tzinis Jonah Casebeer Zhepei Wang Paris Smaragdis FedML 32 19 0 11 May 2021
Into the Wild with AudioScope: Unsupervised Audio-Visual Separation of On-Screen Sounds Efthymios Tzinis Scott Wisdom A. Jansen Shawn Hershey Tal Remez D. Ellis J. Hershey 39 69 0 02 Nov 2020
Unsupervised Sound Separation Using Mixture Invariant Training Scott Wisdom Efthymios Tzinis Hakan Erdogan Ron J. Weiss K. Wilson J. Hershey 16 27 0 23 Jun 2020
Unsupervised Neural Mask Estimator For Generalized Eigen-Value Beamforming Based ASR Rohit Kumar Anirudh Sreeram Anurenjan Purushothaman Sriram Ganapathy 11 5 0 28 Nov 2019
Unsupervised Training for Deep Speech Source Separation with Kullback-Leibler Divergence Based Probabilistic Loss Function M. Togami Yoshiki Masuyama Tatsuya Komatsu Yumi Nakagome 19 25 0 11 Nov 2019
Two-Step Sound Source Separation: Training on Learned Latent Targets Efthymios Tzinis Shrikant Venkataramani Zhepei Wang Y. C. Sübakan Paris Smaragdis 24 64 0 22 Oct 2019
Deep Bayesian Unsupervised Source Separation Based on a Complex Gaussian Mixture Model Yoshiaki Bando Y. Sasaki Kazuyoshi Yoshii BDL 6 9 0 29 Aug 2019