Hagen Wierstorf

Generating author description...

All published works

Action	Title	Year	Authors
+ PDF Chat	Wav2Small: Distilling Wav2Vec2 to 72K parameters for Low-Resource Speech emotion recognition	2024	Dionyssos Kounadis-Bastian Oliver Schrüfer Anna Derington Hagen Wierstorf Florian Eyben Felix Burkhardt Björn Schüller
+ PDF Chat	Dawn of the Transformer Era in Speech Emotion Recognition: Closing the Valence Gap	2023	Johannes Wagner Andreas Triantafyllopoulos Hagen Wierstorf Maximilian Schmitt Felix Burkhardt Florian Eyben Björn Schüller
+	audb -- Sharing and Versioning of Audio and Annotation Data in Python	2023	Hagen Wierstorf Johannes Wagner Florian Eyben Felix Burkhardt Björn Schüller
+	Speech-based Age and Gender Prediction with Transformers	2023	Felix Burkhardt Johannes Wagner Hagen Wierstorf Florian Eyben Björn Schüller
+	Testing Speech Emotion Recognition Machine Learning Models	2023	Anna Derington Hagen Wierstorf Ali Gürcan Özkil Florian Eyben Felix Burkhardt Björn Schüller
+ PDF Chat	Probing speech emotion recognition transformers for linguistic knowledge	2022	Andreas Triantafyllopoulos Johannes Wagner Hagen Wierstorf Maximilian Schmitt Uwe D. Reichel Florian Eyben Felix Burkhardt Björn Schüller
+	Probing Speech Emotion Recognition Transformers for Linguistic Knowledge	2022	Andreas Triantafyllopoulos Johannes Wagner Hagen Wierstorf Maximilian Schmitt Uwe D. Reichel Florian Eyben Felix Burkhardt Björn Schüller
+	Dawn of the transformer era in speech emotion recognition: closing the valence gap	2022	Johannes Wagner Andreas Triantafyllopoulos Hagen Wierstorf Maximilian Schmitt Felix Burkhardt Florian Eyben Björn Schüller
+ PDF Chat	Referenceless Performance Evaluation of Audio Source Separation using Deep Neural Networks	2019	Emad M. Grais Hagen Wierstorf Dominic Ward Russell Mason Mark D. Plumbley
+	Referenceless Performance Evaluation of Audio Source Separation using Deep Neural Networks	2018	Emad M. Grais Hagen Wierstorf Dominic Ward Russell Mason Mark D. Plumbley
+ PDF Chat	Multi-Resolution Fully Convolutional Neural Networks for Monaural Audio Source Separation	2018	Emad M. Grais Hagen Wierstorf Dominic Ward Mark D. Plumbley
+	Referenceless Performance Evaluation of Audio Source Separation using Deep Neural Networks	2018	Emad M. Grais Hagen Wierstorf Dominic Ward Russell Mason Mark D. Plumbley
+	Multi-Resolution Fully Convolutional Neural Networks for Monaural Audio Source Separation	2017	Emad M. Grais Hagen Wierstorf Dominic Ward Mark D. Plumbley
+	Multi-Resolution Fully Convolutional Neural Networks for Monaural Audio Source Separation	2017	Emad M. Grais Hagen Wierstorf Dominic Ward Mark D. Plumbley

Common Coauthors

Coauthor	Papers Together
Felix Burkhardt	8
Florian Eyben	8
Björn Schüller	8
Dominic Ward	6
Emad M. Grais	6
Johannes Wagner	6
Mark D. Plumbley	6
Maximilian Schmitt	4
Andreas Triantafyllopoulos	4
Russell Mason	3
Anna Derington	2
Uwe D. Reichel	2
Ali Gürcan Özkil	1
Oliver Schrüfer	1
Dionyssos Kounadis-Bastian	1

Commonly Cited References

Action	Title	Year	Authors	# of times referenced
+	Adam: A Method for Stochastic Optimization	2014	Diederik P. Kingma Jimmy Ba	2
+	A Fine-tuned Wav2vec 2.0/HuBERT Benchmark For Speech Emotion Recognition, Speaker Verification and Spoken Language Understanding	2021	Yingzhi Wang Abdelmoumene Boumadane Abdelwahab Heba	2
+	Multistage linguistic conditioning of convolutional layers for speech emotion recognition	2021	Andreas Triantafyllopoulos Uwe D. Reichel Shuo Liu Stephan M. Huber Florian Eyben Björn Schüller	2
+ PDF Chat	Contrastive Unsupervised Learning for Speech Emotion Recognition	2021	Mao Li Bo Yang Joshua J. Levy Andreas Stolcke Viktor Rozgić Spyros Matsoukas Constantinos Papayiannis Daniel Bone Chao Wang	2
+ PDF Chat	Representation Learning Through Cross-Modal Conditional Teacher-Student Training For Speech Emotion Recognition	2022	Sundararajan Srinivasan Zhaocheng Huang Katrin Kirchhoff	2
+	On the Opportunities and Risks of Foundation Models	2021	Rishi Bommasani Drew A. Hudson Ehsan Adeli Russ B. Altman Simran Arora Sydney von Arx Michael S. Bernstein Jeannette Bohg Antoine Bosselut Emma Brunskill	2
+	wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations	2020	Alexei Baevski Henry Zhou Abdelrahman Mohamed Michael Auli	2
+ PDF Chat	Emotion Recognition from Speech Using wav2vec 2.0 Embeddings	2021	Leonardo Pepino Pablo Riera Luciana Ferrer	2
+ PDF Chat	Robust wav2vec 2.0: Analyzing Domain Shift in Self-Supervised Pre-Training	2021	Wei-Ning Hsu Anuroop Sriram Alexei Baevski Tatiana Likhomanenko Qiantong Xu Vineel Pratap Jacob Kahn Ann Lee Ronan Collobert Gabriel Synnaeve	2
+ PDF Chat	The 2015 Signal Separation Evaluation Campaign	2015	Nobutaka Ono Zafar Rafii Daichi Kitamura Nobutaka Ito Antoine Liutkus	2
+	Polarity and Intensity: the Two Aspects of Sentiment Analysis	2018	Leimin Tian Catherine Lai Johanna D. Moore	1
+	BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding	2018	Jacob Devlin Ming‐Wei Chang Kenton Lee Kristina Toutanova	1
+ PDF Chat	SEWA DB: A Rich Database for Audio-Visual Emotion and Sentiment Research in the Wild	2019	Jean Kossaifi Robert Walecki Yannis Panagakis Jie Shen Maximilian Schmitt Fabien Ringeval Jing Han Vedhas Pandit Antoine Toisoul Björn Schüller	1
+ PDF Chat	The 2016 Signal Separation Evaluation Campaign	2017	Antoine Liutkus Fabian-Robert Stöter Zafar Rafii Daichi Kitamura Bertrand Rivet Nobutaka Ito Nobutaka Ono Julie Fontecave	1
+	Single Channel Audio Source Separation using Convolutional Denoising Autoencoders	2017	Emad M. Grais Mark D. Plumbley	1
+ PDF Chat	ESPnet: End-to-End Speech Processing Toolkit	2018	Shinji Watanabe Takaaki Hori Shigeki Karita Tomoki Hayashi Jiro Nishitoba Yuya Unno Nelson Enrique Yalta Soplin Jahn Heymann Matthew Wiesner Nanxin Chen	1
+ PDF Chat	End-to-End Waveform Utterance Enhancement for Direct Evaluation Metrics Optimization by Fully Convolutional Neural Networks	2018	Szu‐Wei Fu Tao-Wei Wang Yu Tsao Xugang Lu Hisashi Kawai	1
+ PDF Chat	Quality-Net: An End-to-End Non-intrusive Speech Quality Assessment Model Based on BLSTM	2018	Szu‐Wei Fu Yu Tsao Hsin-Te Hwang Hsin‐Min Wang	1
+ PDF Chat	End-To-End Source Separation With Adaptive Front-Ends	2018	Shrikant Venkataramani Jonah Casebeer Paris Smaragdis	1
+ PDF Chat	A Fully Convolutional Neural Network for Speech Enhancement	2017	Se Rim Park Jinwon Lee	1
+ PDF Chat	Mockingjay: Unsupervised Speech Representation Learning with Deep Bidirectional Transformer Encoders	2020	Andy T. Liu Shu-Wen Yang Po-Han Chi Po‐Chun Hsu Hung-yi Lee	1
+	A Simple Framework for Contrastive Learning of Visual Representations	2020	Ting Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton	1
+ PDF Chat	Machine Learning Testing: Survey, Landscapes and Horizons	2020	Jie M. Zhang Mark Harman Lei Ma Yang Liu	1
+	Poor Man's BERT: Smaller and Faster Transformer Models.	2020	Hassan Sajjad Fahim Dalvi Nadir Durrani Preslav Nakov	1
+ PDF Chat	Fusion Approaches for Emotion Recognition from Speech Using Acoustic and Text-Based Features	2020	Leonardo Pepino Pablo Riera Luciana Ferrer Agustı́n Gravano	1
+	Beyond Accuracy: Behavioral Testing of NLP Models with CheckList	2020	Marco Túlio Ribeiro Tongshuang Wu Carlos Guestrin Sameer Singh	1
+	What is being transferred in transfer learning?	2020	Behnam Neyshabur Hanie Sedghi Chiyuan Zhang	1
+ PDF Chat	PANNs: Large-Scale Pretrained Audio Neural Networks for Audio Pattern Recognition	2020	Qiuqiang Kong Yin Cao Turab Iqbal Yuxuan Wang Wenwu Wang Mark D. Plumbley	1
+	Personalized machine learning for robot perception of affect and engagement in autism therapy	2018	Ognjen Rudovic Jaeryoung Lee Miles Dai Björn Schüller Rosalind W. Picard	1
+	Deep Neural Networks for No-Reference and Full-Reference Image Quality Assessment	2017	Sebastian Bosse Dominique Maniry Klaus‐Robert Müller Thomas Wiegand Wojciech Samek	1
+	Underspecification Presents Challenges for Credibility in Modern Machine Learning	2020	Alexander D’Amour Katherine Heller Dan Moldovan Ben Adlam Babak Alipanahi Alex Beutel Christina Chen Jonathan Deaton Jacob Eisenstein Matthew D. Hoffman	1
+	VoxPopuli: A Large-Scale Multilingual Speech Corpus for Representation Learning, Semi-Supervised Learning and Interpretation	2021	Changhan Wang Morgane Rivière Ann Lee Anne Wu Chaitanya Talnikar Daniel Haziza Mary Williamson Juan Pino Emmanuel Dupoux	1
+	What All Do Audio Transformer Models Hear? Probing Acoustic Representations for Language Delivery and Its Structure	2021	Yaman Kumar Jui Shah Rajiv Ratn Shah Changyou Chen	1
+ PDF Chat	Similarity Analysis of Self-Supervised Speech Representations	2021	Yu-An Chung Yonatan Belinkov James Glass	1
+ PDF Chat	CopyPaste: An Augmentation Method for Speech Emotion Recognition	2021	Raghavendra Pappagari Jesús Villalba Piotr Żelasko Laureano Moro‐Velazquez Najim Dehak	1
+ PDF Chat	Probing Acoustic Representations for Phonetic Properties	2021	Danni Ma Neville Ryant Mark Liberman	1
+	The Role of Phonetic Units in Speech Emotion Recognition	2021	Jiahong Yuan Xingyu Cai Renjie Zheng Liang Huang Kenneth Church	1
+	Using Large Pre-Trained Models with Cross-Modal Attention for Multi-Modal Emotion Recognition	2021	Krishna D. N	1
+ PDF Chat	SUPERB: Speech Processing Universal PERformance Benchmark	2021	Shu-Wen Yang Po-Han Chi Yung-Sung Chuang Cheng-I Lai Kushal Lakhotia Yist Y. Lin Andy T. Liu Jiatong Shi Xuankai Chang Guan-Ting Lin	1
+	Exploring Wav2vec 2.0 fine-tuning for improved speech emotion recognition	2021	Liwei Chen Alexander I. Rudnicky	1
+ PDF Chat	HuBERT: Self-Supervised Speech Representation Learning by Masked Prediction of Hidden Units	2021	Wei-Ning Hsu Benjamin Bolte Yao-Hung Hubert Tsai Kushal Lakhotia Ruslan Salakhutdinov Abdelrahman Mohamed	1
+ PDF Chat	XLS-R: Self-supervised Cross-lingual Speech Representation Learning at Scale	2022	Arun Babu Changhan Wang Andros Tjandra Kushal Lakhotia Qiantong Xu Naman Goyal Kritika Singh Patrick von Platen Yatharth Saraf Juan Pino	1
+ PDF Chat	Multimodal Emotion Recognition with High-Level Speech and Text Features	2021	Mariana Rodrigues Makiuchi Kuniaki Uto Koichi Shinoda	1
+	Emotional voice conversion: Theory, databases and ESD	2021	Kun Zhou Berrak Şişman Rui Liu Haizhou Li	1
+ PDF Chat	A Survey on Vision Transformer	2022	Kai Han Yunhe Wang Hanting Chen Xinghao Chen Jianyuan Guo Zhenhua Liu Yehui Tang An Xiao Chunjing Xu Yixing Xu	1
+ PDF Chat	Emotion Intensity and its Control for Emotional Voice Conversion	2022	Kun Zhou Berrak Şişman Rajib Rana Björn Schüller Haizhou Li	1
+	Normalise for Fairness: A Simple Normalisation Technique for Fairness in Regression Machine Learning Problems	2022	Mostafa M. Mohamed Björn Schüller	1
+ PDF Chat	Layer-Wise Analysis of a Self-Supervised Speech Representation Model	2021	Ankita Pasad Ju-Chieh Chou Karen Livescu	1
+	Unsupervised Personalization of an Emotion Recognition System: The Unique Properties of the Externalization of Valence in Speech	2022	Kusha Sridhar Carlos Busso	1
+	The MuSe 2021 Multimodal Sentiment Analysis Challenge: Sentiment, Emotion, Physiological-Emotion, and Stress	2021	Lukas Stappen Alice Baird Lukas Christ Lea Schumann Benjamin Sertolli Eva-Maria Meßner Erik Cambria Guoying Zhao Björn Schüller	1