ReviewSensors (Basel, Switzerland)2018
A Review of Emotion Recognition Using Physiological Signals.
Review in Sensors (Basel, Switzerland), 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 152 papers, 4 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
152 citing papers in PubMed, 4 syntheses or guidelines pooled it.
- Digital Horizons: Enhancing Autism Support with Augmented Reality.Journal of autism and developmental disorders · 2026Pooled it
- Physiological feedback technology for real-time emotion regulation: a systematic review.Frontiers in psychology · 2023Pooled it
- Datasets for Automated Affect and Emotion Recognition from Cardiovascular Signals Using Artificial Intelligence- A Systematic Review.Sensors (Basel, Switzerland) · 2022Pooled it
- Emotion Recognition in Immersive Virtual Reality: From Statistics to Affective Computing.Sensors (Basel, Switzerland) · 2020Pooled it
- The Design of CNN Architectures for Optimal Six Basic Emotion Classification Using Multiple Physiological Signals.Sensors (Basel, Switzerland) · 2020Trial
- Channel-Specific Stimulus Sensitivity, Reliability, and Complementarity of Multimodal Wearable Sensing During Short-Form Influencer Video Exposure.Sensors (Basel, Switzerland) · 2026Article
- Emotion-Aware Virtual Reality Through Multimodal ECG and Postural Fusion.Sensors (Basel, Switzerland) · 2026Article
- Signal-Driven Model Order Selection for MUSIC-Based HRV Spectral Characterization.Bioengineering (Basel, Switzerland) · 2026Article
- EEG and ECG Wearable Biosensor-Based Affective State Analysis Using Deep Learning over 6G IoT Healthcare Networks.Biosensors · 2026Article
- RGB-Style Input Representations for EEG: Evaluating Spatial Concatenation Versus Band-Wise Stacking in Deep Emotion Recognition.Brain sciences · 2026Article
- UDC-SNN: An Uncertainty-Aware Dynamic Cascading Framework with Spiking Neural Network for Balancing Performance and Energy in Multimodal Emotion Recognition.Sensors (Basel, Switzerland) · 2026Article
- Cross-spectral fusion of thermal and RGB imaging for objective pain estimation.PLOS digital health · 2026Article
- A Cloud-Aware Scalable Architecture for Distributed Edge-Enabled BCI Biosensor System.Biosensors · 2026Article
- Emotion Recognition from Facial Expressions Considering Individual Differences in Emotional Intelligence.Biomimetics (Basel, Switzerland) · 2026Article
- A Multimodal Adaptive Framework for Social Interaction with the MiRo-E Robot.Sensors (Basel, Switzerland) · 2026Article
- EEG-Based Emotion Estimation Model Integrating Structural and Time-Series Information Based on Deep Learning Architecture Optimization.Sensors (Basel, Switzerland) · 2026Article
- Smart patches for healthcare industry: a review of emerging technologies, challenges, and developmental opportunities.Biomedical engineering online · 2026Review
- Emotion recognition based on the temporal patterns of electroencephalogram signals and electrodermal response signals using the TRANSFORMER network.Frontiers in neuroscience · 2026Article
- Variable task difficulty with augmented sensory feedback for motor training in virtual reality.Frontiers in bioengineering and biotechnology · 2026Article
- EED-CL: Extended EEG Deformer with Contrastive Learning for Robust Emotion Recognition.Bioengineering (Basel, Switzerland) · 2025Article
92 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
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Emotion recognition based on physiological signals has been a hot topic and applied in many areas such as safe driving, health care and social security. In this paper, we present a comprehensive review on physiological signal-based emotion recognition, including emotion models, emotion elicitation methods, the published emotional physiological datasets, features, classifiers, and the whole framework for emotion recognition based on the physiological signals. A summary and comparation among the recent studies has been conducted, which reveals the current existing problems and the future work has been discussed.
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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.