Michel F. Valstar

Orcid: 0000-0003-2414-161X

Affiliations:
  • University of Nottingham, School of Computer Science


According to our database1, Michel F. Valstar authored at least 137 papers between 2004 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

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PhD thesis 
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Bibliography

2024
COLD Fusion: Calibrated and Ordinal Latent Distribution Fusion for Uncertainty-Aware Multimodal Emotion Recognition.
IEEE Trans. Pattern Anal. Mach. Intell., February, 2024

Guest Editorial: Ethics in Affective Computing.
IEEE Trans. Affect. Comput., 2024

REACT 2024: the Second Multiple Appropriate Facial Reaction Generation Challenge.
CoRR, 2024

2023
Modelling Stochastic Context of Audio-Visual Expressive Behaviour With Affective Processes.
IEEE Trans. Affect. Comput., 2023

Learning Person-Specific Cognition From Facial Reactions for Automatic Personality Recognition.
IEEE Trans. Affect. Comput., 2023

Self-Supervised Learning of Person-Specific Facial Dynamics for Automatic Personality Recognition.
IEEE Trans. Affect. Comput., 2023

A Transfer Learning Approach to Heatmap Regression for Action Unit Intensity Estimation.
IEEE Trans. Affect. Comput., 2023

REACT2023: the first Multi-modal Multiple Appropriate Facial Reaction Generation Challenge.
CoRR, 2023

REACT2023: The First Multiple Appropriate Facial Reaction Generation Challenge.
Proceedings of the 31st ACM International Conference on Multimedia, 2023

2022
Dimensional Affect Uncertainty Modelling for Apparent Personality Recognition.
IEEE Trans. Affect. Comput., 2022

Spectral Representation of Behaviour Primitives for Depression Analysis.
IEEE Trans. Affect. Comput., 2022

Are 3D Face Shapes Expressive Enough for Recognising Continuous Emotions and Action Unit Intensities?
CoRR, 2022

Continuous-Time Audiovisual Fusion with Recurrence vs. Attention for In-The-Wild Affect Recognition.
CoRR, 2022

Time-Continuous Audiovisual Fusion with Recurrence vs Attention for In-The-Wild Affect Recognition.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2022

2021
Two-stage Temporal Modelling Framework for Video-based Depression Recognition using Graph Representation.
CoRR, 2021

Learning Graph Representation of Person-specific Cognitive Processes from Audio-visual Behaviours for Automatic Personality Recognition.
CoRR, 2021

Personality Recognition by Modelling Person-specific Cognitive Processes using Graph Representation.
Proceedings of the MM '21: ACM Multimedia Conference, Virtual Event, China, October 20, 2021

Designing an Adaptive Embodied Conversational Agent for Health Literacy: a User Study.
Proceedings of the IVA '21: ACM International Conference on Intelligent Virtual Agents, 2021

Design and Evaluation of Virtual Human Mediated Tasks for Assessment of Depression and Anxiety.
Proceedings of the IVA '21: ACM International Conference on Intelligent Virtual Agents, 2021

Stochastic Process Regression for Cross-Cultural Speech Emotion Recognition.
Proceedings of the Interspeech 2021, 22nd Annual Conference of the International Speech Communication Association, Brno, Czechia, 30 August, 2021

Few-Shot Learning for Postnatal Gestational Age Estimation.
Proceedings of the International Joint Conference on Neural Networks, 2021

Apparent Personality Recognition from Uncertainty-Aware Facial Emotion Predictions using Conditional Latent Variable Models.
Proceedings of the 16th IEEE International Conference on Automatic Face and Gesture Recognition, 2021

Affective Processes: Stochastic Modelling of Temporal Context for Emotion and Facial Expression Recognition.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2021

ALTCAI: Enabling the Use of Embodied Conversational Agents to Deliver Informal Health Advice during Wizard of Oz Studies.
Proceedings of the CUI 2021, 2021

A simple baseline for evaluating Expression Transfer and Anonymisation in Video Transfer.
Proceedings of the 2021 9th International Conference on Affective Computing and Intelligent Interaction, 2021

2020
eXplainable Cooperative Machine Learning with NOVA.
Künstliche Intell., 2020

A Transfer Learning approach to Heatmap Regression for Action Unit intensity estimation.
CoRR, 2020

Audio-Visual Predictive Coding for Self-Supervised Visual Representation Learning.
Proceedings of the 25th International Conference on Pattern Recognition, 2020

Self-supervised learning of Dynamic Representations for Static Images.
Proceedings of the 25th International Conference on Pattern Recognition, 2020

A recurrent cycle consistency loss for progressive face-to-face synthesis.
Proceedings of the 15th IEEE International Conference on Automatic Face and Gesture Recognition, 2020

EMOPAIN Challenge 2020: Multimodal Pain Evaluation from Facial and Bodily Expressions.
Proceedings of the 15th IEEE International Conference on Automatic Face and Gesture Recognition, 2020

NottReal: A Tool for Voice-based Wizard of Oz studies.
Proceedings of the 2nd Conference on Conversational User Interfaces, 2020

2019
Automatic Analysis of Facial Actions: A Survey.
IEEE Trans. Affect. Comput., 2019

Postnatal gestational age estimation of newborns using Small Sample Deep Learning.
Image Vis. Comput., 2019

Inferring Dynamic Representations of Facial Actions from a Still Image.
CoRR, 2019

AVEC 2019 Workshop and Challenge: State-of-Mind, Detecting Depression with AI, and Cross-Cultural Affect Recognition.
Proceedings of the 9th International on Audio/Visual Emotion Challenge and Workshop, 2019

AVEC'19: Audio/Visual Emotion Challenge and Workshop.
Proceedings of the 27th ACM International Conference on Multimedia, 2019

Virtual Human Questionnaire for Analysis of Depression, Anxiety and Personality.
Proceedings of the 19th ACM International Conference on Intelligent Virtual Agents, 2019

Dynamic Facial Models for Video-Based Dimensional Affect Estimation.
Proceedings of the 2019 IEEE/CVF International Conference on Computer Vision Workshops, 2019

Clinical Scene Segmentation with Tiny Datasets.
Proceedings of the 2019 IEEE/CVF International Conference on Computer Vision Workshops, 2019

Temporally Coherent Visual Representations for Dimensional Affect Recognition.
Proceedings of the 8th International Conference on Affective Computing and Intelligent Interaction, 2019

Automatic prediction of Depression and Anxiety from behaviour and personality attributes.
Proceedings of the 8th International Conference on Affective Computing and Intelligent Interaction, 2019

Automatic Neonatal Pain Estimation: An Acute Pain in Neonates Database.
Proceedings of the 8th International Conference on Affective Computing and Intelligent Interaction, 2019

Multimodal databases.
Proceedings of the Handbook of Multimodal-Multisensor Interfaces: Language Processing, Software, Commercialization, and Emerging Directions, 2019

2018
Introduction to the Special Section on Multimedia Computing and Applications of Socio-Affective Behaviors in the Wild.
ACM Trans. Multim. Comput. Commun. Appl., 2018

A Functional Regression Approach to Facial Landmark Tracking.
IEEE Trans. Pattern Anal. Mach. Intell., 2018

Guest Editorial: The Computational Face.
IEEE Trans. Pattern Anal. Mach. Intell., 2018

Triple consistency loss for pairing distributions in GAN-based face synthesis.
CoRR, 2018

Applying Cooperative Machine Learning to Speed Up the Annotation of Social Signals in Large Multi-modal Corpora.
CoRR, 2018

Summary for AVEC 2018: Bipolar Disorder and Cross-Cultural Affect Recognition.
Proceedings of the 2018 ACM Multimedia Conference on Multimedia Conference, 2018

AVEC 2018 Workshop and Challenge: Bipolar Disorder and Cross-Cultural Affect Recognition.
Proceedings of the 2018 on Audio/Visual Emotion Challenge and Workshop, 2018

Noise Invariant Frame Selection: A Simple Method to Address the Background Noise Problem for Text-independent Speaker Verification.
Proceedings of the 2018 International Joint Conference on Neural Networks, 2018

Predicting Folds in Poker Using Action Unit Detectors and Decision Trees.
Proceedings of the 13th IEEE International Conference on Automatic Face & Gesture Recognition, 2018

Human Behaviour-Based Automatic Depression Analysis Using Hand-Crafted Statistics and Deep Learned Spectral Features.
Proceedings of the 13th IEEE International Conference on Automatic Face & Gesture Recognition, 2018

Deep Learned Cumulative Attribute Regression.
Proceedings of the 13th IEEE International Conference on Automatic Face & Gesture Recognition, 2018

A trigger-substrate model for smiling during an automated formative quiz: engagement is the substrate, not frustration.
Proceedings of the 36th European Conference on Cognitive Ergonomics, 2018

Joint Action Unit localisation and intensity estimation through heatmap regression.
Proceedings of the British Machine Vision Conference 2018, 2018

2017
AVEC 2017: Real-life Depression, and Affect Recognition Workshop and Challenge.
Proceedings of the 7th Annual Workshop on Audio/Visual Emotion Challenge, Mountain View, CA, USA, October 23, 2017

Summary for AVEC 2017: Real-life Depression and Affect Challenge and Workshop.
Proceedings of the 2017 ACM on Multimedia Conference, 2017

Cumulative attributes for pain intensity estimation.
Proceedings of the 19th ACM International Conference on Multimodal Interaction, 2017

The NoXi database: multimodal recordings of mediated novice-expert interactions.
Proceedings of the 19th ACM International Conference on Multimodal Interaction, 2017

FERA 2017 - Addressing Head Pose in the Third Facial Expression Recognition and Analysis Challenge.
Proceedings of the 12th IEEE International Conference on Automatic Face & Gesture Recognition, 2017

Small Sample Deep Learning for Newborn Gestational Age Estimation.
Proceedings of the 12th IEEE International Conference on Automatic Face & Gesture Recognition, 2017

Automatic Detection of ADHD and ASD from Expressive Behaviour in RGBD Data.
Proceedings of the 12th IEEE International Conference on Automatic Face & Gesture Recognition, 2017

Fusing Deep Learned and Hand-Crafted Features of Appearance, Shape, and Dynamics for Automatic Pain Estimation.
Proceedings of the 12th IEEE International Conference on Automatic Face & Gesture Recognition, 2017

Facial Actions as Social Signals.
Proceedings of the Social Signal Processing, 2017

2016
The Automatic Detection of Chronic Pain-Related Expression: Requirements, Challenges and the Multimodal EmoPain Dataset.
IEEE Trans. Affect. Comput., 2016

Cascaded regression with sparsified feature covariance matrix for facial landmark detection.
Pattern Recognit. Lett., 2016

L<sub>2, 1</sub>-based regression and prediction accumulation across views for robust facial landmark detection.
Image Vis. Comput., 2016

Deep learning the dynamic appearance and shape of facial action units.
Proceedings of the 2016 IEEE Winter Conference on Applications of Computer Vision, 2016

AVEC 2016: Depression, Mood, and Emotion Recognition Workshop and Challenge.
Proceedings of the 6th International Workshop on Audio/Visual Emotion Challenge, 2016

Summary for AVEC 2016: Depression, Mood, and Emotion Recognition Workshop and Challenge.
Proceedings of the 2016 ACM Conference on Multimedia Conference, 2016

Topic Switch Models for Dialogue Management in Virtual Humans.
Proceedings of the Intelligent Virtual Agents - 16th International Conference, 2016

Playing with Social and Emotional Game Companions.
Proceedings of the Intelligent Virtual Agents - 16th International Conference, 2016


Cascaded Continuous Regression for Real-Time Incremental Face Tracking.
Proceedings of the Computer Vision - ECCV 2016, 2016

The Visual Object Tracking VOT2016 Challenge Results.
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Proceedings of the Computer Vision - ECCV 2016 Workshops, 2016

A CNN Cascade for Landmark Guided Semantic Part Segmentation.
Proceedings of the Computer Vision - ECCV 2016 Workshops, 2016

ChaLearn Looking at People and Faces of the World: Face AnalysisWorkshop and Challenge 2016.
Proceedings of the 2016 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2016

Computational Models of Emotion, Personality, and Social Relationships for Interactions in Games: (Extended Abstract).
Proceedings of the 2016 International Conference on Autonomous Agents & Multiagent Systems, 2016

2015
Objective Methods for Reliable Detection of Concealed Depression.
Frontiers ICT, 2015

AV+EC 2015: The First Affect Recognition Challenge Bridging Across Audio, Video, and Physiological Data.
Proceedings of the 5th International Workshop on Audio/Visual Emotion Challenge, 2015

AVEC 2015: The 5th International Audio/Visual Emotion Challenge and Workshop.
Proceedings of the 23rd Annual ACM Conference on Multimedia Conference, MM '15, Brisbane, Australia, October 26, 2015

TRIC-track: Tracking by Regression with Incrementally Learned Cascades.
Proceedings of the 2015 IEEE International Conference on Computer Vision, 2015

Learning to Transfer: Transferring Latent Task Structures and Its Application to Person-Specific Facial Action Unit Detection.
Proceedings of the 2015 IEEE International Conference on Computer Vision, 2015

FERA 2014 chairs' welcome.
Proceedings of the 11th IEEE International Conference and Workshops on Automatic Face and Gesture Recognition, 2015

FERA 2015 - second Facial Expression Recognition and Analysis challenge.
Proceedings of the 11th IEEE International Conference and Workshops on Automatic Face and Gesture Recognition, 2015

Learning to combine local models for facial Action Unit detection.
Proceedings of the 11th IEEE International Conference and Workshops on Automatic Face and Gesture Recognition, 2015

Building autonomous sensitive artificial listeners (Extended abstract).
Proceedings of the 2015 International Conference on Affective Computing and Intelligent Interaction, 2015

2014
A Dynamic Appearance Descriptor Approach to Facial Actions Temporal Modeling.
IEEE Trans. Cybern., 2014

AVEC 2014: 3D Dimensional Affect and Depression Recognition Challenge.
Proceedings of the 4th International Workshop on Audio/Visual Emotion Challenge, 2014

AVEC 2014: the 4th international audio/visual emotion challenge and workshop.
Proceedings of the ACM International Conference on Multimedia, MM '14, Orlando, FL, USA, November 03, 2014

ERiSA: Building Emotionally Realistic Social Game-Agents Companions.
Proceedings of the Intelligent Virtual Agents - 14th International Conference, 2014

Finding information about mental health in microblogging platforms: a case study of depression.
Proceedings of the Fifth Information Interaction in Context Symposium, 2014

A Generalized Search Method for Multiple Competing Hypotheses in Visual Tracking.
Proceedings of the 22nd International Conference on Pattern Recognition, 2014

Decision Level Fusion of Domain Specific Regions for Facial Action Recognition.
Proceedings of the 22nd International Conference on Pattern Recognition, 2014

Automatic Behaviour Understanding in Medicine.
Proceedings of the 2014 Workshop on Roadmapping the Future of Multimodal Interaction Research including Business Opportunities and Challenges, 2014

MTS: A Multiple Temporal Scale Tracker Handling Occlusion and Abrupt Motion Variation.
Proceedings of the Computer Vision - ACCV 2014, 2014

2013
Local Evidence Aggregation for Regression-Based Facial Point Detection.
IEEE Trans. Pattern Anal. Mach. Intell., 2013

AVEC 2013: the continuous audio/visual emotion and depression recognition challenge.
Proceedings of the 3rd ACM international workshop on Audio/visual emotion challenge, 2013

Workshop summary for the 3rd international audio/visual emotion challenge and workshop (AVEC'13).
Proceedings of the ACM Multimedia Conference, 2013

Distribution-based iterative pairwise classification of emotions in the wild using LGBP-TOP.
Proceedings of the 2013 International Conference on Multimodal Interaction, 2013

Guided Unsupervised Learning of Mode Specific Models for Facial Point Detection in the Wild.
Proceedings of the 2013 IEEE International Conference on Computer Vision Workshops, 2013

Local Gabor Binary Patterns from Three Orthogonal Planes for Automatic Facial Expression Recognition.
Proceedings of the 2013 Humaine Association Conference on Affective Computing and Intelligent Interaction, 2013

2012
Fully Automatic Recognition of the Temporal Phases of Facial Actions.
IEEE Trans. Syst. Man Cybern. Part B, 2012

Meta-Analysis of the First Facial Expression Recognition Challenge.
IEEE Trans. Syst. Man Cybern. Part B, 2012

Building Autonomous Sensitive Artificial Listeners.
IEEE Trans. Affect. Comput., 2012

The SEMAINE Database: Annotated Multimodal Records of Emotionally Colored Conversations between a Person and a Limited Agent.
IEEE Trans. Affect. Comput., 2012

Facial Action Detection Using Block-Based Pyramid Appearance Descriptors.
Proceedings of the 2012 International Conference on Privacy, 2012

AVEC 2012: the continuous audio/visual emotion challenge.
Proceedings of the International Conference on Multimodal Interaction, 2012

AVEC 2012: the continuous audio/visual emotion challenge - an introduction.
Proceedings of the International Conference on Multimodal Interaction, 2012

2011
Cost-effective solution to synchronised audio-visual data capture using multiple sensors.
Image Vis. Comput., 2011

Facial Action Recognition using sparse appearance descriptors and their pyramid representations.
Proceedings of the 2011 Imperial College Computing Student Workshop, 2011

The first facial expression recognition and analysis challenge.
Proceedings of the Ninth IEEE International Conference on Automatic Face and Gesture Recognition (FG 2011), 2011

Come and have an emotional workout with sensitive artificial listeners!
Proceedings of the Ninth IEEE International Conference on Automatic Face and Gesture Recognition (FG 2011), 2011

Action unit detection using sparse appearance descriptors in space-time video volumes.
Proceedings of the Ninth IEEE International Conference on Automatic Face and Gesture Recognition (FG 2011), 2011

String-based audiovisual fusion of behavioural events for the assessment of dimensional affect.
Proceedings of the Ninth IEEE International Conference on Automatic Face and Gesture Recognition (FG 2011), 2011

A Multimodal Database for Mimicry Analysis.
Proceedings of the Affective Computing and Intelligent Interaction, 2011

AVEC 2011-The First International Audio/Visual Emotion Challenge.
Proceedings of the Affective Computing and Intelligent Interaction, 2011

The First Audio/Visual Emotion Challenge and Workshop - An Introduction.
Proceedings of the Affective Computing and Intelligent Interaction, 2011

2010
The Detection of Concept Frames Using Clustering Multi-instance Learning.
Proceedings of the 20th International Conference on Pattern Recognition, 2010

The SEMAINE corpus of emotionally coloured character interactions.
Proceedings of the 2010 IEEE International Conference on Multimedia and Expo, 2010

Facial point detection using boosted regression and graph models.
Proceedings of the Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition, 2010

2009
Cost-Effective Solution to Synchronized Audio-Visual Capture Using Multiple Sensors.
Proceedings of the Sixth IEEE International Conference on Advanced Video and Signal Based Surveillance, 2009

A demonstration of audiovisual sensitive artificial listeners.
Proceedings of the Affective Computing and Intelligent Interaction, 2009

2008
Timing is everything : a spatio-temporal approach to the analysis of facial actions.
PhD thesis, 2008

Multivariate Statistical Analysis of Whole Brain Structural Networks Obtained Using Probabilistic Tractography.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2008

Emotionally aware automated portrait painting demonstration.
Proceedings of the 8th IEEE International Conference on Automatic Face and Gesture Recognition (FG 2008), 2008

Emotionally aware automated portrait painting.
Proceedings of the Third International Conference on Digital Interactive Media in Entertainment and Arts, 2008

2007
How to distinguish posed from spontaneous smiles using geometric features.
Proceedings of the 9th International Conference on Multimodal Interfaces, 2007

Combined Support Vector Machines and Hidden Markov Models for Modeling Facial Action Temporal Dynamics.
Proceedings of the Human-Computer Interaction, 2007

2006
Spontaneous vs. posed facial behavior: automatic analysis of brow actions.
Proceedings of the 8th International Conference on Multimodal Interfaces, 2006

Biologically vs. Logic Inspired Encoding of Facial Actions and Emotions in Video.
Proceedings of the 2006 IEEE International Conference on Multimedia and Expo, 2006

Fully Automatic Facial Action Unit Detection and Temporal Analysis.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2006

2005
Web-based database for facial expression analysis.
Proceedings of the 2005 IEEE International Conference on Multimedia and Expo, 2005

Facial Action Unit Detection using Probabilistic Actively Learned Support Vector Machines on Tracked Facial Point Data.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2005

2004
Motion history for facial action detection in video.
Proceedings of the IEEE International Conference on Systems, 2004


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