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43 Results Found

  • Article
  • Open Access
4 Citations
7,784 Views
16 Pages

Study on the Wrinkling Mechanisms of Human Skin Based on the Digital Image Correlation and Facial Action Coding System

  • Huixin Wei,
  • Mingjian Chen,
  • Shibin Wang,
  • Zhiyong Wang and ,
  • Baopeng Liao,
  • Zehui Lin,
  • Lisha He and
  • Wei He
  • + 3 authors+ 0 author

17 June 2025

Facial wrinkles are a key indicator of aging and hold significant importance in skincare, cosmetics, and cosmetology. Their formation is closely linked to mechanical deformation, yet the underlying processes remain complex. This study integrates the...

(This article belongs to the Section Materials Science and Engineering)
  • Article
  • Open Access
157 Citations
19,257 Views
32 Pages

25 August 2019

We present the first study in the literature that has aimed to determine Depression Anxiety Stress Scale (DASS) levels by analyzing facial expressions using Facial Action Coding System (FACS) by means of a unique noninvasive architecture on three lay...

(This article belongs to the Special Issue Sensors for Affective Computing and Sentiment Analysis)
  • Article
  • Open Access
20 Citations
4,630 Views
19 Pages

9 November 2023

Although electromyography (EMG) remains the standard, researchers have begun using automated facial action coding system (FACS) software to evaluate spontaneous facial mimicry despite the lack of evidence of its validity. Using the facial EMG of the...

(This article belongs to the Special Issue Advanced-Sensors-Based Emotion Sensing and Recognition)
  • Article
  • Open Access
722 Views
25 Pages

17 March 2026

Although evidence exists for android-induced spontaneous facial mimicry, the timing and temporal precedence (Granger causality) of this effect remain uncertain. We used the Facial Action Coding System (FACS) to analyze simultaneous dyadic facial vide...

(This article belongs to the Special Issue Advanced Sensors–Based Emotion Sensing and Recognition (2nd Edition))
  • Article
  • Open Access
7 Citations
6,544 Views
23 Pages

Seeing the Unseen: Real-Time Micro-Expression Recognition with Action Units and GPT-Based Reasoning

  • Gabriela Laura Sălăgean,
  • Monica Leba and
  • Andreea Cristina Ionica

6 June 2025

This paper presents a real-time system for the detection and classification of facial micro-expressions, evaluated on the CASME II dataset. Micro-expressions are brief and subtle indicators of genuine emotions, posing significant challenges for autom...

  • Article
  • Open Access
25 Citations
5,831 Views
16 Pages

Quantitative Evaluation of Hypomimia in Parkinson’s Disease: A Face Tracking Approach

  • Elena Pegolo,
  • Daniele Volpe,
  • Alberto Cucca,
  • Lucia Ricciardi and
  • Zimi Sawacha

10 February 2022

Parkinson’s disease (PD) is a neurological disorder that mainly affects the motor system. Among other symptoms, hypomimia is considered one of the clinical hallmarks of the disease. Despite its great impact on patients’ quality of life, i...

(This article belongs to the Special Issue 800 Years of Research at Padova University)
  • Article
  • Open Access
1 Citations
1,248 Views
19 Pages

Synthesizing anatomically plausible facial expressions for embodied avatars requires bridging the gap between high-level semantic intent and low-level physical constraints. This study presents a unified architecture that establishes a “Semantic...

(This article belongs to the Special Issue Wearable Sensors for Human Position, Attitude and Motion Tracking)
  • Review
  • Open Access
2 Citations
2,422 Views
20 Pages

19 January 2026

This paper proposes E-MOTE (Emotion-aware Teacher Education Framework), an ethically grounded conceptual model aimed at enhancing teacher education through the integrated use of the Facial Action Coding System (FACS), Artificial Intelligence (AI), an...

  • Article
  • Open Access
676 Citations
50,727 Views
20 Pages

30 January 2018

Facial emotion recognition (FER) is an important topic in the fields of computer vision and artificial intelligence owing to its significant academic and commercial potential. Although FER can be conducted using multiple sensors, this review focuses...

(This article belongs to the Section Intelligent Sensors)
  • Feature Paper
  • Review
  • Open Access
76 Citations
13,280 Views
33 Pages

3D Approaches and Challenges in Facial Expression Recognition Algorithms—A Literature Review

  • Francesca Nonis,
  • Nicole Dagnes,
  • Federica Marcolin and
  • Enrico Vezzetti

18 September 2019

In recent years, facial expression analysis and recognition (FER) have emerged as an active research topic with applications in several different areas, including the human-computer interaction domain. Solutions based on 2D models are not entirely sa...

(This article belongs to the Special Issue Human-Computer Interaction and 3D Face Analysis)
  • Article
  • Open Access
1 Citations
2,194 Views
23 Pages

3 September 2025

Micro-expressions, characterized by brief and subtle facial muscle movements, are essential for conveying nuanced emotions in digital humans, yet existing rendering techniques often produce rigid or emotionally monotonous animations due to the inadeq...

(This article belongs to the Section Bioinspired Sensorics, Information Processing and Control)
  • Article
  • Open Access
1 Citations
1,099 Views
12 Pages

Toward Generalized Emotion Recognition in VR by Bridging Natural and Acted Facial Expressions

  • Rahat Rizvi Rahman,
  • Hee Yun Choi,
  • Joonghyo Lim,
  • Go Eun Lee and ,
  • Seungmoo Lee,
  • Chungyean Cho and
  • Kostadin Damevski
  • + 2 authors+ 0 author

28 January 2026

Recognizing emotions accurately in virtual reality (VR) enables adaptive and personalized experiences across gaming, therapy, and other domains. However, most existing facial emotion recognition models rely on acted expressions collected under contro...

(This article belongs to the Section Wearables)
  • Review
  • Open Access
642 Views
23 Pages

18 August 2026

Animal micro-expressions constitute transient behavioral windows that link internal states to externally observable signals, while artificial intelligence (AI) serves as the critical bridge that transforms these windows into measurable, interpretable...

(This article belongs to the Section Animal System and Management)
  • Article
  • Open Access
7 Citations
3,565 Views
22 Pages

Predicting Perceived Exhaustion in Rehabilitation Exercises Using Facial Action Units

  • Christopher Kreis,
  • Andres Aguirre,
  • Carlos A. Cifuentes,
  • Marcela Munera and ,
  • Mario F. Jiménez and
  • Sebastian Schneider
  • + 1 author+ 0 author

30 August 2022

Physical exercise has become an essential tool for treating various non-communicable diseases (also known as chronic diseases). Due to this, physical exercise allows to counter different symptoms and reduce some risk of death factors without medicati...

(This article belongs to the Section Biomedical Sensors)
  • Review
  • Open Access
4 Citations
4,597 Views
17 Pages

Neurobiology and Anatomy of Facial Expressions in Great Apes: Application of the AnimalFACS and Its Possible Association with the Animal’s Affective State

  • Adriana Domínguez-Oliva,
  • Cuauhtémoc Chávez,
  • Julio Martínez-Burnes,
  • Adriana Olmos-Hernández and ,
  • Ismael Hernández-Avalos and
  • Daniel Mota-Rojas
  • + 1 author+ 0 author

26 November 2024

The Facial Action Coding System (FACS) is an anatomically based system to study facial expression in humans. Currently, it is recognized that nonhuman animals, particularly nonhuman primates, have an extensive facial ethogram that changes according t...

(This article belongs to the Special Issue Zoo Animals: How Actual Zoological Institutions Assess, Ensure, and Promote Their Animals’ Welfare?)
  • Article
  • Open Access
47 Citations
12,222 Views
18 Pages

20 June 2021

In the field of affective computing, achieving accurate automatic detection of facial movements is an important issue, and great progress has already been made. However, a systematic evaluation of systems that now have access to the dynamic facial da...

(This article belongs to the Special Issue Emotion Recognition in Human-Machine Interaction)
  • Article
  • Open Access
112 Citations
11,138 Views
13 Pages

Objective Classes for Micro-Facial Expression Recognition

  • Adrian K. Davison,
  • Walied Merghani and
  • Moi Hoon Yap

15 October 2018

Micro-expressions are brief spontaneous facial expressions that appear on a face when a person conceals an emotion, making them different to normal facial expressions in subtlety and duration. Currently, emotion classes within the CASME II dataset (C...

  • Review
  • Open Access
62 Citations
12,928 Views
18 Pages

Towards Machine Recognition of Facial Expressions of Pain in Horses

  • Pia Haubro Andersen,
  • Sofia Broomé,
  • Maheen Rashid,
  • Johan Lundblad and ,
  • Katrina Ask,
  • Zhenghong Li,
  • Elin Hernlund,
  • Marie Rhodin and
  • Hedvig Kjellström
  • + 4 authors+ 0 author

1 June 2021

Automated recognition of human facial expressions of pain and emotions is to a certain degree a solved problem, using approaches based on computer vision and machine learning. However, the application of such methods to horses has proven difficult. M...

(This article belongs to the Section Human-Animal Interactions, Animal Behaviour and Emotion)
  • Article
  • Open Access
16 Citations
16,265 Views
19 Pages

What Is Written on a Dog’s Face? Evaluating the Impact of Facial Phenotypes on Communication between Humans and Canines

  • Courtney L. Sexton,
  • Colleen Buckley,
  • Jake Lieberfarb,
  • Francys Subiaul and ,
  • Erin E. Hecht and
  • Brenda J. Bradley
  • + 1 author+ 0 author

22 July 2023

Facial phenotypes are significant in communication with conspecifics among social primates. Less is understood about the impact of such markers in heterospecific encounters. Through behavioral and physical phenotype analyses of domesticated dogs livi...

(This article belongs to the Special Issue Dog–Human Relationships: Behavior, Physiology, and Wellbeing)
  • Article
  • Open Access
10 Citations
4,123 Views
18 Pages

24 November 2022

This article presents a study based on evaluating different techniques to automatically recognize the basic emotions of people with Down syndrome, such as anger, happiness, sadness, surprise, and neutrality, as well as the statistical analysis of the...

(This article belongs to the Section A: Computer Science)
  • Communication
  • Open Access
11 Citations
8,818 Views
10 Pages

Facial Expressions Track Depressive Symptoms in Old Age

  • Hairin Kim,
  • Seyul Kwak,
  • So Young Yoo,
  • Eui Chul Lee and ,
  • Soowon Park,
  • Hyunwoong Ko,
  • Minju Bae,
  • Myogyeong Seo,
  • Gieun Nam and
  • Jun-Young Lee
  • + 5 authors+ 0 author

10 August 2023

Facial expressions play a crucial role in the diagnosis of mental illnesses characterized by mood changes. The Facial Action Coding System (FACS) is a comprehensive framework that systematically categorizes and captures even subtle changes in facial...

(This article belongs to the Section Electronic Sensors)
  • Article
  • Open Access
4 Citations
4,445 Views
14 Pages

In second-language communication, emotional feedbacks play a preponderant role in instilling positive emotions and thereby facilitating the production of the target language by second-language learners. In contrast, facial expressions help convey emo...

  • Article
  • Open Access
7 Citations
2,538 Views
26 Pages

Application of Stereo Digital Image Correlation on Facial Expressions Sensing

  • Xuanshi Cheng,
  • Shibin Wang,
  • Huixin Wei,
  • Xin Sun and ,
  • Lipan Xin,
  • Linan Li,
  • Chuanwei Li and
  • Zhiyong Wang
  • + 3 authors+ 0 author

11 April 2024

Facial expression is an important way to reflect human emotions and it represents a dynamic deformation process. Analyzing facial movements is an effective means of understanding expressions. However, there is currently a lack of methods capable of a...

(This article belongs to the Section Sensing and Imaging)
  • Article
  • Open Access
5 Citations
8,392 Views
16 Pages

Adaptive 3D Model-Based Facial Expression Synthesis and Pose Frontalization

  • Yu-Jin Hong,
  • Sung Eun Choi,
  • Gi Pyo Nam,
  • Heeseung Choi and ,
  • Junghyun Cho and
  • Ig-Jae Kim
  • + 1 author+ 0 author

1 May 2020

Facial expressions are one of the important non-verbal ways used to understand human emotions during communication. Thus, acquiring and reproducing facial expressions is helpful in analyzing human emotional states. However, owing to complex and subtl...

(This article belongs to the Special Issue Sensor Applications on Emotion Recognition)
  • Article
  • Open Access
1 Citations
972 Views
13 Pages

Anorexia Nervosa Dampens Subjective and Facial Pain Responsiveness

  • Stefan Lautenbacher,
  • Miriam Kunz and
  • Karl-Jürgen Bär

7 October 2025

Background/Objectives: Individuals with anorexia nervosa (AN) are known to exhibit both reduced pain sensitivity—when assessed via thresholds and subjective ratings—and diminished facial expressions of emotion. Therefore, investigating th...

(This article belongs to the Section Neuropsychiatry)
  • Article
  • Open Access
204 Views
34 Pages

Action-Unit-Constrained Graph Learning with Counterfactual Recourse for Auditable Facial Expression Recognition

  • Alpamis Kutlimuratov,
  • Islambek Saymanov,
  • Bekmurod Khujamuratov,
  • Fazliddin Makhmudov and ,
  • Turabay Djurayev,
  • Navruza Irmukhamedova,
  • Hushnudbek Adinaev,
  • Fatima Sarikulova and
  • Kabul Khudaybergenov
  • + 4 authors+ 0 author

23 October 2026

Facial expression recognition (FER) systems often explain predictions with saliency maps that neither identify specific facial behaviour nor indicate how a decision could change. We present AU-GRACE, which couples an action-unit (AU) relation graph w...

  • Article
  • Open Access
37 Citations
11,904 Views
13 Pages

5 August 2021

Emotions play an indicative and informative role in the investigation of farm animal behaviors. Systems that respond and can measure emotions provide a natural user interface in enabling the digitalization of animal welfare platforms. The faces of fa...

  • Article
  • Open Access
20 Citations
5,932 Views
20 Pages

Feature Selection on 2D and 3D Geometric Features to Improve Facial Expression Recognition

  • Vianney Perez-Gomez,
  • Homero V. Rios-Figueroa,
  • Ericka Janet Rechy-Ramirez,
  • Efrén Mezura-Montes and
  • Antonio Marin-Hernandez

27 August 2020

An essential aspect in the interaction between people and computers is the recognition of facial expressions. A key issue in this process is to select relevant features to classify facial expressions accurately. This study examines the selection of o...

(This article belongs to the Special Issue Deep Learning Methods for Human Activity Recognition and Emotion Detection)
  • Article
  • Open Access
25 Citations
7,603 Views
20 Pages

FACS-Based Graph Features for Real-Time Micro-Expression Recognition

  • Adamu Muhammad Buhari,
  • Chee-Pun Ooi,
  • Vishnu Monn Baskaran,
  • Raphaël C. W. Phan and ,
  • KokSheik Wong and
  • Wooi-Haw Tan
  • + 1 author+ 0 author

30 November 2020

Several studies on micro-expression recognition have contributed mainly to accuracy improvement. However, the computational complexity receives lesser attention comparatively and therefore increases the cost of micro-expression recognition for real-t...

  • Article
  • Open Access
29 Citations
7,416 Views
12 Pages

Introduction: The significance of psychotherapeutic micro-processes, such as nonverbal facial expressions and relationship quality, is widely known, yet hitherto has not been investigated satisfactorily. In this exploratory study, we aim to examine t...

(This article belongs to the Special Issue Ingredients for a Sustainable Wholesome Network in Mental Health)
  • Article
  • Open Access
7 Citations
5,565 Views
15 Pages

3 October 2018

Micro expressions are usually subtle and brief facial expressions that humans use to hide their true emotional states. In recent years, micro-expression recognition has attracted wide attention in the fields of psychology, mass media, and computer vi...

(This article belongs to the Special Issue Advanced Intelligent Imaging Technology)
  • Article
  • Open Access
54 Citations
19,239 Views
27 Pages

28 April 2014

This paper presents a multi-sensor humanoid robotic head for human robot interaction. The design of the robotic head, Muecas, is based on ongoing research on the mechanisms of perception and imitation of human expressions and emotions. These mechanis...

(This article belongs to the Special Issue State-of-the-Art Sensors Technology in Spain 2013)
  • Article
  • Open Access
1,172 Views
21 Pages

Optimizing Facial Muscle Activation Features for Emotion Recognition: A Metaheuristic Approach Using Inner Triangle Points

  • Erick G. G. de Paz,
  • Ivan Cruz-Aceves,
  • Arturo Hernandez-Aguirre and
  • Miguel-Angel Gil-Rios

8 January 2026

Facial Expression Recognition (FER) is a critical component of affective computing, with deep learning models dominating performance metrics. In contrast, geometric approaches based on the Facial Action Coding System (FACS) offer explainability throu...

(This article belongs to the Special Issue Algorithmic Innovations: Bridging Theoretical Foundations and Practical Applications)
  • Article
  • Open Access
5 Citations
2,501 Views
40 Pages

Facial Biosignals Time–Series Dataset (FBioT): A Visual–Temporal Facial Expression Recognition (VT-FER) Approach

  • João Marcelo Silva Souza,
  • Caroline da Silva Morais Alves,
  • Jés de Jesus Fiais Cerqueira,
  • Wagner Luiz Alves de Oliveira and ,
  • Orlando Mota Pires,
  • Naiara Silva Bonfim dos Santos,
  • Andre Brasil Vieira Wyzykowski,
  • Oberdan Rocha Pinheiro,
  • Daniel Gomes de Almeida Filho and
  • Josiane Dantas Viana Barbosa
  • + 6 authors+ 1 author

10 December 2024

Visual biosignals can be used to analyze human behavioral activities and serve as a primary resource for Facial Expression Recognition (FER). FER computational systems face significant challenges, arising from both spatial and temporal effects. Spati...

(This article belongs to the Section Artificial Intelligence)
  • Article
  • Open Access
13 Citations
4,741 Views
19 Pages

18 February 2021

Individuals with intellectual and developmental disabilities (IDD) are at a high risk of experiencing pain. Pain management requires assessment, a challenging mission considering the impaired communication skills in IDD. We analyzed subjective and ob...

(This article belongs to the Special Issue Pain Assessment in Impaired Cognition)
  • Article
  • Open Access
16 Citations
6,718 Views
18 Pages

24 July 2024

The objective of the article is to recognize users’ emotions by classifying facial electromyographic (EMG) signals. A biomedical signal amplifier, equipped with eight active electrodes positioned in accordance with the Facial Action Coding Syst...

(This article belongs to the Special Issue Signal Processing for Sensing Technologies in Biomedical Engineering Applications: 3rd Edition)
  • Article
  • Open Access
7 Citations
5,150 Views
14 Pages

Can Ponies (Equus Caballus) Distinguish Human Facial Expressions?

  • Katrina Merkies,
  • Yuliia Sudarenko and
  • Abigail J. Hodder

7 September 2022

Communication within a species is essential for access to resources, alerting to dangers, group facilitation and social bonding; human facial expressions are considered to be an important factor in one’s ability to communicate with others. Evid...

(This article belongs to the Special Issue Animals’ Tenth Anniversary)
  • Feature Paper
  • Article
  • Open Access
10,027 Views
13 Pages

What Does That Head Tilt Mean? Brain Lateralization and Sex Differences in the Processing of Familiar Human Speech by Domestic Dogs

  • Colleen Buckley,
  • Courtney L. Sexton,
  • George Martvel,
  • Erin E. Hecht and ,
  • Brenda J. Bradley,
  • Anna Zamansky and
  • Francys Subiaul
  • + 2 authors+ 0 author

31 October 2025

Does the head tilt observed in many domesticated dogs index lateralized language processing? To answer this question, the present study evaluated household dogs responding to four conditions in which owners provided an increasing number of communicat...

(This article belongs to the Section Human-Animal Interactions, Animal Behaviour and Emotion)
  • Feature Paper
  • Article
  • Open Access
2 Citations
1,182 Views
39 Pages

Deep-Learning-Derived Facial Electromyogram Signatures of Emotion in Immersive Virtual Reality (bWell): Exploring the Impact of Emotional, Cognitive, and Physical Demands

  • Zohreh H. Meybodi,
  • Francis Thibault,
  • Budhachandra Khundrakpam,
  • Gino De Luca and ,
  • Jing Zhang,
  • Joshua A. Granek and
  • Nusrat Choudhury
  • + 2 authors+ 0 author

13 March 2026

Emotional and workload-related states unfold dynamically during immersive virtual reality (VR) experiences, yet reliable physiological modeling in such environments remains challenging. We investigated whether multi-channel facial electromyography (f...

(This article belongs to the Special Issue Emotion Recognition Based on Sensors (3rd Edition))
  • Article
  • Open Access
2 Citations
2,532 Views
14 Pages

(1) Background: One of the characteristics associated with Rett syndrome (RTT) is a fear of movement (FOM). Despite the grave consequences on health, function, and the caregiver’s burden associated with bradykinesia accompanying FOM, there is n...

(This article belongs to the Section Pathology and Molecular Diagnostics)
  • Review
  • Open Access
7 Citations
3,056 Views
13 Pages

Background: Musculoskeletal (MSK) pain is a leading contributor to global disability and healthcare burdens. While self-reported pain scales remain the clinical standard, they are limited by subjectivity and inter-individual variability. Therefore, o...

(This article belongs to the Section Medical Imaging and Theranostics)
  • Article
  • Open Access
13 Citations
4,608 Views
38 Pages

Intelligent Multi-Criteria Decision Support for Renovation Solutions for a Building Based on Emotion Recognition by Applying the COPRAS Method and BIM Integration

  • Anastasiia Velykorusova,
  • Edmundas Kazimieras Zavadskas,
  • Laura Tupenaite,
  • Loreta Kanapeckiene and ,
  • Darius Migilinskas,
  • Vladislavas Kutut,
  • Ieva Ubarte,
  • Zilvinas Abaravicius and
  • Arturas Kaklauskas
  • + 4 authors+ 0 author

27 April 2023

With accelerating climate change and the urgent need to cut carbon emissions, global focus has turned to the existing building stock and its renovation. Sustainable renovation helps to achieve better energy performance and gain wider sustainability b...

(This article belongs to the Section Civil Engineering)
  • Feature Paper
  • Article
  • Open Access
35 Citations
5,863 Views
7 Pages

Does Thirty-Minute Standardised Training Improve the Inter-Observer Reliability of the Horse Grimace Scale (HGS)? A Case Study

  • Francesca Dai,
  • Matthew Leach,
  • Amelia Mari MacRae,
  • Michela Minero and
  • Emanuela Dalla Costa

30 April 2020

The Horse Grimace Scale (HGS) is a facial-expression-based pain coding system that enables a range of acute painful conditions in horses to be effectively identified. Using valid assessment methods to identify pain in horses is of a clear importance;...

(This article belongs to the Special Issue Towards a better assessment of acute pain in equines)