ReviewSensors (Basel, Switzerland)2020
Human Emotion Recognition: Review of Sensors and Methods.
Review in Sensors (Basel, Switzerland), 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 102 papers, 3 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
102 citing papers in PubMed, 3 syntheses or guidelines pooled it, 557 citations in OpenAlex.
- Harnessing Few-Shot Learning for EEG signal classification: a survey of state-of-the-art techniques and future directions.Frontiers in human neuroscience · 2024Pooled it
- Neurophysiological approaches to exploring emotional responses to cosmetics: a systematic review of the literature.Frontiers in human neuroscience · 2024Pooled it
- Automatic Classification of Emotions Based on Cardiac Signals: A Systematic Literature Review.Annals of biomedical engineering · 2023Pooled it
- EEG and ECG Wearable Biosensor-Based Affective State Analysis Using Deep Learning over 6G IoT Healthcare Networks.Biosensors · 2026Article
- Multimodal Biometric Framework for Evaluating Emotional Impact of Chromatic Manipulation in Cinematic Content.Sensors (Basel, Switzerland) · 2026Article
- Deep-Learning-Derived Facial Electromyogram Signatures of Emotion in Immersive Virtual Reality (bWell): Exploring the Impact of Emotional, Cognitive, and Physical Demands.Sensors (Basel, Switzerland) · 2026Article
- Driver Anxiety Detection Based on Seated Pressure Characteristics and Identification of Anxiety-Inducing Scenarios.Sensors (Basel, Switzerland) · 2026Article
- An IoT-based smart emotion recognition system by using internal body parameters.Scientific reports · 2026Article
- Development and User-Centered Evaluation of Smart Systems for Loneliness Monitoring in Older Adults: Mixed Methods Study.Journal of medical Internet research · 2026Article
- Enhancement of modern defense capabilities by convergence of cognitive neuroscience and artificial intelligence.Frontiers in psychology · 2026Article
- Exploring the impact mechanisms of EEG signals and emotional intelligence levels on language learning efficiency.Scientific reports · 2025Article
- Recognition and Misclassification Patterns of Basic Emotional Facial Expressions: An Eye-Tracking Study in Young Healthy Adults.Journal of eye movement research · 2025Article
- Synthetic Emotions and the Illusion of Measurement: A Conceptual Review and Critique of Measurement Paradigms in Affective Science.Brain sciences · 2025Review
- Transforming Pedagogical Practices and Teacher Identity Through Multimodal (Inter)action Analysis: A Case Study of Novice EFL Teachers in China.Behavioral sciences (Basel, Switzerland) · 2025Article
- Facial electromyogram-based emotion recognition for virtual reality applications using machine learning classifiers trained on posed expressions.Biomedical engineering letters · 2025Article
- Multimodal Knowledge Distillation for Emotion Recognition.Brain sciences · 2025Article
- Optimizing Class Imbalance in Facial Expression Recognition Using Dynamic Intra-Class Clustering.Biomimetics (Basel, Switzerland) · 2025Article
- Mathematical modeling of the interaction between endocrine systems and EEG signals.Frontiers in endocrinology · 2025Article
- Emotional recognition technologies applied to health: review and challenges.Revista brasileira de psiquiatria (Sao Paulo, Brazil : 1999) · 2025Review
- Attention-Based PSO-LSTM for Emotion Estimation Using EEG.Sensors (Basel, Switzerland) · 2024Article
42 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Automated emotion recognition (AEE) is an important issue in various fields of activities which use human emotional reactions as a signal for marketing, technical equipment, or human-robot interaction. This paper analyzes scientific research and technical papers for sensor use analysis, among various methods implemented or researched. This paper covers a few classes of sensors, using contactless methods as well as contact and skin-penetrating electrodes for human emotion detection and the measurement of their intensity. The results of the analysis performed in this paper present applicable methods for each type of emotion and their intensity and propose their classification. The classification of emotion sensors is presented to reveal area of application and expected outcomes from each method, as well as their limitations. This paper should be relevant for researchers using human emotion evaluation and analysis, when there is a need to choose a proper method for their purposes or to find alternative decisions. Based on the analyzed human emotion recognition sensors and methods, we developed some practical applications for humanizing the Internet of Things (IoT) and affective computing systems.
Indexed as
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What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.