Probing Speech Emotion Recognition Transformers for Linguistic Knowledge

Probing Speech Emotion Recognition Transformers for Linguistic Knowledge

1 April 2022

Andreas Triantafyllopoulos

Johannes Wagner

Maximilian Schmitt

Felix Burkhardt

Björn W. Schuller

Papers citing "Probing Speech Emotion Recognition Transformers for Linguistic Knowledge"

18 / 18 papers shown

Title
Efficient Finetuning for Dimensional Speech Emotion Recognition in the Age of Transformers Aneesha Sampath James Tavernor E. Provost 46 0 0 17 Feb 2025
Explaining Deep Learning Embeddings for Speech Emotion Recognition by Predicting Interpretable Acoustic Features Satvik Dixit Daniel M. Low Gasser Elbanna Fabio Catania Satrajit S. Ghosh 26 0 0 14 Sep 2024
Abusive Speech Detection in Indic Languages Using Acoustic Features Anika A. Spiesberger Andreas Triantafyllopoulos Iosif Tsangko Björn W. Schuller 26 2 0 30 Jul 2024
INTERSPEECH 2009 Emotion Challenge Revisited: Benchmarking 15 Years of Progress in Speech Emotion Recognition Andreas Triantafyllopoulos A. Batliner Simon Rampp M. Milling Björn Schuller VLM 23 0 0 10 Jun 2024
The AffectToolbox: Affect Analysis for Everyone Silvan Mertes Dominik Schiller Michael Dietz Elisabeth André Florian Lingenfelser 24 6 0 23 Feb 2024
Going Retro: Astonishingly Simple Yet Effective Rule-based Prosody Modelling for Speech Synthesis Simulating Emotion Dimensions Felix Burkhardt U. Reichel F. Eyben Björn Schuller 11 0 0 05 Jul 2023
Cross-Language Speech Emotion Recognition Using Multimodal Dual Attention Transformers Syed Muhammad talha Zaidi S. Latif Junaid Qadir 22 8 0 23 Jun 2023
Estimating the Uncertainty in Emotion Attributes using Deep Evidential Regression Wen Wu C. Zhang P. Woodland UQCV UD EDL 12 11 0 11 Jun 2023
What Can an Accent Identifier Learn? Probing Phonetic and Prosodic Information in a Wav2vec2-based Accent Identification Model Mu Yang R. Shekar Okim Kang John H. L. Hansen 15 10 0 10 Jun 2023
Leveraging Semantic Information for Efficient Self-Supervised Emotion Recognition with Audio-Textual Distilled Models Danilo de Oliveira N. Prabhu Timo Gerkmann 23 5 0 30 May 2023
An Overview of Affective Speech Synthesis and Conversion in the Deep Learning Era Andreas Triantafyllopoulos Björn W. Schuller Gokcce .Iymen M. Sezgin Xiangheng He ... Shuo Liu Silvan Mertes Elisabeth André Ruibo Fu Jianhua Tao 15 53 0 06 Oct 2022
Towards Multimodal Prediction of Spontaneous Humour: A Novel Dataset and First Results Lukas Christ Shahin Amiriparian Alexander Kathan Niklas Muller Andreas Konig Björn W. Schuller 31 4 0 28 Sep 2022
COVYT: Introducing the Coronavirus YouTube and TikTok speech dataset featuring the same speakers with and without infection Andreas Triantafyllopoulos A. Semertzidou Meishu Song Florian B. Pokorny Björn W. Schuller 44 2 0 20 Jun 2022
Dawn of the transformer era in speech emotion recognition: closing the valence gap Johannes Wagner Andreas Triantafyllopoulos H. Wierstorf Maximilian Schmitt Felix Burkhardt F. Eyben Björn W. Schuller 8 281 0 14 Mar 2022
Normalise for Fairness: A Simple Normalisation Technique for Fairness in Regression Machine Learning Problems Mostafa M. Mohamed Björn W. Schuller 11 5 0 02 Feb 2022
Multistage linguistic conditioning of convolutional layers for speech emotion recognition Andreas Triantafyllopoulos U. Reichel Shuo Liu Simon Huber F. Eyben Björn W. Schuller 25 9 0 13 Oct 2021
What do End-to-End Speech Models Learn about Speaker, Language and Channel Information? A Layer-wise and Neuron-level Analysis Shammur A. Chowdhury Nadir Durrani Ahmed M. Ali 25 12 0 01 Jul 2021
Contrastive Unsupervised Learning for Speech Emotion Recognition Mao Li Bo Yang Joshua Levy A. Stolcke Viktor Rozgic Spyros Matsoukas C. Papayiannis Daniel Bone Chao Wang SSL 26 47 0 12 Feb 2021