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An Enhanced Adversarial Network with Combined Latent Features for Spatio-Temporal Facial Affect Estimation in the Wild


Feb 18, 2021
Decky Aspandi, Federico Sukno, Björn Schuller, Xavier Binefa

* Accepted Version on VISAPP 2021 

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The Multimodal Sentiment Analysis in Car Reviews (MuSe-CaR) Dataset: Collection, Insights and Improvements


Jan 15, 2021
Lukas Stappen, Alice Baird, Lea Schumann, Björn Schuller


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Personalized Federated Deep Learning for Pain Estimation From Face Images


Jan 12, 2021
Ognjen Rudovic, Nicolas Tobis, Sebastian Kaltwang, Björn Schuller, Daniel Rueckert, Jeffrey F. Cohn, Rosalind W. Picard

* 12 pages, 6 figures 

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Cross-lingual Zero- and Few-shot Hate Speech Detection Utilising Frozen Transformer Language Models and AXEL


Apr 13, 2020
Lukas Stappen, Fabian Brunn, Björn Schuller


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Guided Generative Adversarial Neural Network for Representation Learning and High Fidelity Audio Generation using Fewer Labelled Audio Data


Mar 05, 2020
Kazi Nazmul Haque, Rajib Rana, Björn Schuller

* 10 pages 

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Adversarial-based neural networks for affect estimations in the wild


Feb 09, 2020
Decky Aspandi, Adria Mallol-Ragolta, Björn Schuller, Xavier Binefa

* Paper for FG 2020 Affect Challenge https://ibug.doc.ic.ac.uk/resources/fg-2020-competition-affective-behavior-analysis/ 

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Adversarial-based neural network for affect estimations in the wild


Feb 04, 2020
Decky Aspandi, Adria Mallol-Ragolta, Björn Schuller, Xavier Binefa

* Paper for FG 2020 Affect Challenge https://ibug.doc.ic.ac.uk/resources/fg-2020-competition-affective-behavior-analysis/ 

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Poisson CNN: Convolutional Neural Networks for the Solution of the Poisson Equation with Varying Meshes and Dirichlet Boundary Conditions


Oct 18, 2019
Ali Girayhan Özbay, Sylvain Laizet, Panagiotis Tzirakis, Georgios Rizos, Björn Schuller

* 36 pages, 23 figures 

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On Laughter and Speech-Laugh, Based on Observations of Child-Robot Interaction


Aug 30, 2019
Anton Batliner, Stefan Steidl, Florian Eyben, Björn Schuller

* 25 pages, 3 figures 

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EmoBed: Strengthening Monomodal Emotion Recognition via Training with Crossmodal Emotion Embeddings


Jul 23, 2019
Jing Han, Zixing Zhang, Zhao Ren, Björn Schuller


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AVEC 2019 Workshop and Challenge: State-of-Mind, Detecting Depression with AI, and Cross-Cultural Affect Recognition


Jul 10, 2019
Fabien Ringeval, Björn Schuller, Michel Valstar, NIcholas Cummins, Roddy Cowie, Leili Tavabi, Maximilian Schmitt, Sina Alisamir, Shahin Amiriparian, Eva-Maria Messner, Siyang Song, Shuo Liu, Ziping Zhao, Adria Mallol-Ragolta, Zhao Ren, Mohammad Soleymani, Maja Pantic


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Single-Channel Speech Separation with Auxiliary Speaker Embeddings


Jun 24, 2019
Shuo Liu, Gil Keren, Björn Schuller

* 5 pages including reference 

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Synthesising 3D Facial Motion from "In-the-Wild" Speech


Apr 15, 2019
Panagiotis Tzirakis, Athanasios Papaioannou, Alexander Lattas, Michail Tarasiou, Björn Schuller, Stefanos Zafeiriou


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Voice command generation using Progressive Wavegans


Mar 13, 2019
Thomas Wiest, Nicholas Cummins, Alice Baird, Simone Hantke, Judith Dineley, Björn Schuller

* 7 pages, 2 figures 

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On Many-to-Many Mapping Between Concordance Correlation Coefficient and Mean Square Error


Feb 14, 2019
Vedhas Pandit, Björn Schuller


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Scaling Speech Enhancement in Unseen Environments with Noise Embeddings


Oct 26, 2018
Gil Keren, Jing Han, Björn Schuller

* The Fifth CHiME Challenge Workshop, 2018 

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Calibrated Prediction Intervals for Neural Network Regressors


Oct 26, 2018
Gil Keren, Nicholas Cummins, Björn Schuller

* IEEE Access (Volume 6), 2018 

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Dynamic Difficulty Awareness Training for Continuous Emotion Prediction


Sep 26, 2018
Zixing Zhang, Jing Han, Eduardo Coutinho, Björn Schuller

* accepted by IEEE T-MM 

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Deep Learning for Environmentally Robust Speech Recognition: An Overview of Recent Developments


Sep 21, 2018
Zixing Zhang, Jürgen Geiger, Jouni Pohjalainen, Amr El-Desoky Mousa, Wenyu Jin, Björn Schuller


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Adversarial Training in Affective Computing and Sentiment Analysis: Recent Advances and Perspectives


Sep 21, 2018
Jing Han, Zixing Zhang, Nicholas Cummins, Björn Schuller


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Fast Single-Class Classification and the Principle of Logit Separation


Sep 17, 2018
Gil Keren, Sivan Sabato, Björn Schuller

* Published as a conference paper in ICDM 2018 

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Deep Affect Prediction in-the-wild: Aff-Wild Database and Challenge, Deep Architectures, and Beyond


Sep 01, 2018
Dimitrios Kollias, Panagiotis Tzirakis, Mihalis A. Nicolaou, Athanasios Papaioannou, Guoying Zhao, Björn Schuller, Irene Kotsia, Stefanos Zafeiriou


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Weakly Supervised One-Shot Detection with Attention Similarity Networks


Jun 27, 2018
Gil Keren, Maximilian Schmitt, Thomas Kehrenberg, Björn Schuller


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Noise Invariant Frame Selection: A Simple Method to Address the Background Noise Problem for Text-independent Speaker Verification


May 03, 2018
Siyang Song, Shuimei Zhang, Björn Schuller, Linlin Shen, Michel Valstar

* Paper accepted in IJCNN 2018 

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audEERING's approach to the One-Minute-Gradual Emotion Challenge


May 03, 2018
Andreas Triantafyllopoulos, Hesam Sagha, Florian Eyben, Björn Schuller

* 3 pages 

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Applying Cooperative Machine Learning to Speed Up the Annotation of Social Signals in Large Multi-modal Corpora


Feb 07, 2018
Johannes Wagner, Tobias Baur, Yue Zhang, Michel F. Valstar, Björn Schuller, Elisabeth André


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Learning Audio Sequence Representations for Acoustic Event Classification


Jul 27, 2017
Zixing Zhang, Ding Liu, Jing Han, Björn Schuller


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Convolutional RNN: an Enhanced Model for Extracting Features from Sequential Data


Jul 20, 2017
Gil Keren, Björn Schuller


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End-to-End Multimodal Emotion Recognition using Deep Neural Networks


Apr 27, 2017
Panagiotis Tzirakis, George Trigeorgis, Mihalis A. Nicolaou, Björn Schuller, Stefanos Zafeiriou


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Tunable Sensitivity to Large Errors in Neural Network Training


Nov 23, 2016
Gil Keren, Sivan Sabato, Björn Schuller

* The paper is accepted to the AAAI 2017 conference 

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