Deep Representation Learning in Speech Processing: Challenges, Recent Advances, and Future Trends

2 January 2020

Björn W. Schuller

Papers citing "Deep Representation Learning in Speech Processing: Challenges, Recent Advances, and Future Trends"

23 / 23 papers shown

Title
Privacy-Preserving Edge Speech Understanding with Tiny Foundation Models A. Benazir Felix Xiaozhu Lin 41 0 0 29 Jan 2025
Advancing Stuttering Detection via Data Augmentation, Class-Balanced Loss and Multi-Contextual Deep Learning S. A. Sheikh Md. Sahidullah F. Hirsch Slim Ouni 16 16 0 21 Feb 2023
Discussion of Features for Acoustic Anomaly Detection under Industrial Disturbing Noise in an End-of-Line Test of Geared Motors Peter Wißbrock David Pelkmann Yvonne Richter 32 2 0 03 Nov 2022
Articulatory Representation Learning Via Joint Factor Analysis and Neural Matrix Factorization Jiachen Lian A. Black Yijingxiu Lu L. Goldstein Shinji Watanabe Gopala K. Anumanchipalli 38 14 0 29 Oct 2022
Reinforcement Learning and Bandits for Speech and Language Processing: Tutorial, Review and Outlook Baihan Lin OffRL AI4TS 28 27 0 24 Oct 2022
Towards Relation Extraction From Speech Tongtong Wu Guitao Wang Jinming Zhao Zhaoran Liu Guilin Qi Yuan-Fang Li Gholamreza Haffari 29 11 0 17 Oct 2022
Multitask Learning from Augmented Auxiliary Data for Improving Speech Emotion Recognition S. Latif R. Rana Sara Khalifa Raja Jurdak Björn W. Schuller 20 21 0 12 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 128 349 0 21 May 2022
Speech Representations and Phoneme Classification for Preserving the Endangered Language of Ladin Zane Durante Leena Mathur Eric Ye Sichong Zhao Tejas Ramdas Khalil Iskarous 22 0 0 27 Aug 2021
Machine Learning for Stuttering Identification: Review, Challenges and Future Directions S. A. Sheikh Md. Sahidullah F. Hirsch Slim Ouni 26 48 0 08 Jul 2021
Emotional Voice Conversion: Theory, Databases and ESD Kun Zhou Berrak Sisman Rui Liu Haizhou Li 23 167 0 31 May 2021
Configurable Privacy-Preserving Automatic Speech Recognition Ranya Aloufi Hamed Haddadi David E. Boyle 17 10 0 01 Apr 2021
A novel policy for pre-trained Deep Reinforcement Learning for Speech Emotion Recognition Thejan Rajapakshe R. Rana Sara Khalifa Björn W. Schuller Jiajun Liu OffRL 13 11 0 04 Jan 2021
A Survey on Deep Reinforcement Learning for Audio-Based Applications S. Latif Heriberto Cuayáhuitl Farrukh Pervez Fahad Shamshad Hafiz Shehbaz Ali Erik Cambria OffRL 42 73 0 01 Jan 2021
Viewmaker Networks: Learning Views for Unsupervised Representation Learning Alex Tamkin Mike Wu Noah D. Goodman SSL 25 64 0 14 Oct 2020
Privacy-preserving Voice Analysis via Disentangled Representations Ranya Aloufi Hamed Haddadi David E. Boyle DRL 13 58 0 29 Jul 2020
High-Fidelity Audio Generation and Representation Learning with Guided Adversarial Autoencoder Kazi Nazmul Haque R. Rana Björn W Schuller DRL 24 12 0 01 Jun 2020
Deep Architecture Enhancing Robustness to Noise, Adversarial Attacks, and Cross-corpus Setting for Speech Emotion Recognition S. Latif R. Rana Sara Khalifa Raja Jurdak Björn W. Schuller 33 28 0 18 May 2020
Towards Learning a Universal Non-Semantic Representation of Speech Joel Shor A. Jansen Ronnie Maor Oran Lang Omry Tuval Félix de Chaumont Quitry Marco Tagliasacchi Ira Shavitt Dotan Emanuel Yinnon A. Haviv SSL 19 155 0 25 Feb 2020
VoxCeleb2: Deep Speaker Recognition Joon Son Chung Arsha Nagrani Andrew Zisserman 219 2,233 0 14 Jun 2018
Adversarial Machine Learning at Scale Alexey Kurakin Ian Goodfellow Samy Bengio AAML 261 3,109 0 04 Nov 2016
Deep Reinforcement Learning for Dialogue Generation Jiwei Li Will Monroe Alan Ritter Michel Galley Jianfeng Gao Dan Jurafsky 214 1,327 0 05 Jun 2016
Pixel Recurrent Neural Networks Aaron van den Oord Nal Kalchbrenner Koray Kavukcuoglu SSeg GAN 233 2,545 0 25 Jan 2016