Unsupervised Learning of Disentangled and Interpretable Representations from Sequential Data

22 September 2017

Papers citing "Unsupervised Learning of Disentangled and Interpretable Representations from Sequential Data"

50 / 60 papers shown

Title
Bird Vocalization Embedding Extraction Using Self-Supervised Disentangled Representation Learning Runwu Shi Katsutoshi Itoyama K. Nakadai SSL DRL 44 1 0 31 Dec 2024
Unsupervised Representation Learning from Sparse Transformation Analysis Yue Song Thomas Anderson Keller Yisong Yue Pietro Perona Max Welling DRL 36 0 0 07 Oct 2024
Cross-Utterance Conditioned VAE for Speech Generation Yongqian Li Cheng Yu Guangzhi Sun Weiqin Zu Zheng Tian ... Wei Pan Chao Zhang Jun Wang Yang Yang Fanglei Sun 21 2 0 08 Sep 2023
Multifactor Sequential Disentanglement via Structured Koopman Autoencoders Nimrod Berman Ilana D Naiman Omri Azencot CoGe 27 22 0 30 Mar 2023
Learning Interpretable Low-dimensional Representation via Physical Symmetry Xuanjie Liu Daniel Y. Chin Yichen Huang Gus Xia 26 3 0 05 Feb 2023
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
Learning Invariant Representation and Risk Minimized for Unsupervised Accent Domain Adaptation Chendong Zhao Jianzong Wang Xiaoyang Qu Haoqian Wang Jing Xiao SSL 38 1 0 15 Oct 2022
AudioGen: Textually Guided Audio Generation Felix Kreuk Gabriel Synnaeve Adam Polyak Uriel Singer Alexandre Défossez Jade Copet Devi Parikh Yaniv Taigman Yossi Adi DiffM 27 289 0 30 Sep 2022
Non-Contrastive Self-supervised Learning for Utterance-Level Information Extraction from Speech Jaejin Cho Jesús Villalba Laureano Moro Velázquez Najim Dehak SSL 39 18 0 10 Aug 2022
Learning Subject-Invariant Representations from Speech-Evoked EEG Using Variational Autoencoders Lies Bollens T. Francart Hugo Van hamme DRL BDL 19 14 0 01 Jul 2022
Self-Supervised Speech Representation Learning: A Review Abdel-rahman Mohamed Hung-yi Lee Lasse Borgholt Jakob Drachmann Havtorn Joakim Edin ... Shang-Wen Li Karen Livescu Lars Maaløe Tara N. Sainath Shinji Watanabe SSL AI4TS 137 350 0 21 May 2022
Unsupervised Mismatch Localization in Cross-Modal Sequential Data with Application to Mispronunciations Localization Wei Wei Hengguan Huang Xiangming Gu Hao Wang Ye Wang BDL 22 0 0 05 May 2022
Improved far-field speech recognition using Joint Variational Autoencoder Shashi Kumar S. Rath Abhishek Pandey DRL 15 0 0 24 Apr 2022
A Brief Overview of Unsupervised Neural Speech Representation Learning Lasse Borgholt Jakob Drachmann Havtorn Joakim Edin Lars Maaløe Christian Igel BDL AI4TS SSL 19 11 0 01 Mar 2022
Benchmarking Generative Latent Variable Models for Speech Jakob Drachmann Havtorn Lasse Borgholt Søren Hauberg J. Frellsen Lars Maaløe 26 3 0 22 Feb 2022
Noise-robust voice conversion with domain adversarial training Hongqiang Du Lei Xie Haizhou Li 19 11 0 26 Jan 2022
Hamiltonian latent operators for content and motion disentanglement in image sequences Asif Khan Amos Storkey 29 2 0 02 Dec 2021
Textless Speech Emotion Conversion using Discrete and Decomposed Representations Felix Kreuk Adam Polyak Jade Copet Eugene Kharitonov Tu Nguyen M. Rivière Wei-Ning Hsu Abdel-rahman Mohamed Emmanuel Dupoux Yossi Adi 25 29 0 14 Nov 2021
WavLM: Large-Scale Self-Supervised Pre-Training for Full Stack Speech Processing Sanyuan Chen Chengyi Wang Zhengyang Chen Yu-Huan Wu Shujie Liu ... Yao Qian Jian Wu Micheal Zeng Xiangzhan Yu Furu Wei SSL 118 1,715 0 26 Oct 2021
Contrastively Disentangled Sequential Variational Autoencoder M. Kiener Weiran Wang Michael Gerndt CoGe DRL 27 40 0 22 Oct 2021
A Benchmark of Dynamical Variational Autoencoders applied to Speech Spectrogram Modeling Xiaoyu Bie Laurent Girin Simon Leglaive Thomas Hueber Xavier Alameda-Pineda 23 12 0 11 Jun 2021
Learning Robust Latent Representations for Controllable Speech Synthesis Shakti Kumar Jithin Pradeep Hussain Zaidi DRL 33 6 0 10 May 2021
Robust wav2vec 2.0: Analyzing Domain Shift in Self-Supervised Pre-Training Wei-Ning Hsu Anuroop Sriram Alexei Baevski Tatiana Likhomanenko Qiantong Xu ... Jacob Kahn Ann Lee R. Collobert Gabriel Synnaeve Michael Auli SSL 25 236 0 02 Apr 2021
Interpretability and Explainability: A Machine Learning Zoo Mini-tour Ricards Marcinkevics Julia E. Vogt XAI 28 119 0 03 Dec 2020
Mutual Information Based Method for Unsupervised Disentanglement of Video Representation Aditya Sreekar Ujjwal Tiwari A. Namboodiri DRL 26 4 0 17 Nov 2020
Unsupervised Learning of Disentangled Speech Content and Style Representation Andros Tjandra Ruoming Pang Yu Zhang Shigeki Karita BDL DRL 23 15 0 24 Oct 2020
THIN: THrowable Information Networks and Application for Facial Expression Recognition In The Wild Estèphe Arnaud Arnaud Dapogny Kévin Bailly CVBM 29 23 0 15 Oct 2020
Dynamic Future Net: Diversified Human Motion Generation Wenheng Chen He Wang Yi Yuan Tianjia Shao Kun Zhou 3DH 35 22 0 25 Aug 2020
An Overview of Voice Conversion and its Challenges: From Statistical Modeling to Deep Learning Berrak Sisman Junichi Yamagishi Simon King Haizhou Li BDL 41 317 0 09 Aug 2020
Privacy-preserving Voice Analysis via Disentangled Representations Ranya Aloufi Hamed Haddadi David E. Boyle DRL 19 58 0 29 Jul 2020
PCAAE: Principal Component Analysis Autoencoder for organising the latent space of generative networks Chi-Hieu Pham Saïd Ladjal A. Newson DRL 24 31 0 14 Jun 2020
Contrastive Predictive Coding Supported Factorized Variational Autoencoder for Unsupervised Learning of Disentangled Speech Representations Janek Ebbers Michael Kuhlmann Tobias Cord-Landwehr Reinhold Haeb-Umbach DRL CoGe SSL 31 4 0 26 May 2020
S3VAE: Self-Supervised Sequential VAE for Representation Disentanglement and Data Generation Yizhe Zhu Martin Renqiang Min Asim Kadav H. Graf CoGe DRL 27 95 0 23 May 2020
CausalVAE: Structured Causal Disentanglement in Variational Autoencoder Girish A. Koushik Furui Liu Zhitang Chen Xinwei Shen Jianye Hao Jun Wang OOD CoGe CML 41 44 0 18 Apr 2020
Variational inference formulation for a model-free simulation of a dynamical system with unknown parameters by a recurrent neural network K. Yeo D. E. C. Grullon Fan-Keng Sun Duane S. Boning Jayant Kalagnanam BDL 23 3 0 02 Mar 2020
Weakly-Supervised Disentanglement Without Compromises Francesco Locatello Ben Poole Gunnar Rätsch Bernhard Schölkopf Olivier Bachem Michael Tschannen CoGe OOD DRL 184 313 0 07 Feb 2020
Fully-hierarchical fine-grained prosody modeling for interpretable speech synthesis Guangzhi Sun Yu Zhang Ron J. Weiss Yuanbin Cao Heiga Zen Yonghui Wu 11 130 0 06 Feb 2020
Unsupervised Representation Disentanglement using Cross Domain Features and Adversarial Learning in Variational Autoencoder based Voice Conversion Wen-Chin Huang Hao Luo Hsin-Te Hwang Chen-Chou Lo Yu-Huai Peng Yu Tsao Hsin-Min Wang DRL 17 42 0 22 Jan 2020
Deep Representation Learning in Speech Processing: Challenges, Recent Advances, and Future Trends S. Latif R. Rana Sara Khalifa Raja Jurdak Junaid Qadir Björn W. Schuller AI4TS 32 81 0 02 Jan 2020
Enhancing VAEs for Collaborative Filtering: Flexible Priors & Gating Mechanisms Daeryong Kim B. Suh 24 50 0 03 Nov 2019
Generative Pre-Training for Speech with Autoregressive Predictive Coding Yu-An Chung James R. Glass SSL 29 173 0 23 Oct 2019
Independent Subspace Analysis for Unsupervised Learning of Disentangled Representations Jan Stühmer Richard Turner Sebastian Nowozin DRL BDL CoGe 117 25 0 05 Sep 2019
Learning Disentangled Representations of Timbre and Pitch for Musical Instrument Sounds Using Gaussian Mixture Variational Autoencoders Yin-Jyun Luo Kat R. Agres Dorien Herremans 16 46 0 19 Jun 2019
Disentangling Factors of Variation Using Few Labels Francesco Locatello Michael Tschannen Stefan Bauer Gunnar Rätsch Bernhard Schölkopf Olivier Bachem DRL CML CoGe 29 123 0 03 May 2019
A Multi-Task Approach for Disentangling Syntax and Semantics in Sentence Representations Mingda Chen Qingming Tang Sam Wiseman Kevin Gimpel DRL 23 76 0 02 Apr 2019
Multi-modal Probabilistic Prediction of Interactive Behavior via an Interpretable Model Yeping Hu Wei Zhan Liting Sun Masayoshi Tomizuka 27 45 0 22 Mar 2019
Unsupervised Discovery of Parts, Structure, and Dynamics Zhenjia Xu Zhijian Liu Chen Sun Kevin Patrick Murphy William T. Freeman J. Tenenbaum Jiajun Wu OCL 35 61 0 12 Mar 2019
Domain Mismatch Robust Acoustic Scene Classification using Channel Information Conversion Seongkyu Mun Suwon Shon 16 21 0 04 Dec 2018
Unsupervised learning with contrastive latent variable models Kristen A. Severson S. Ghosh Kenney Ng SSL DRL 21 38 0 14 Nov 2018
Interpreting Models by Allowing to Ask Sungmin Kang D. Park Jaehyuk Chang Jaegul Choo 13 0 0 13 Nov 2018