From Neural Networks to Emotional Networks: A Systematic Review of EEG-Based Emotion Recognition in Cognitive Neuroscience and Real-World Applications

Brain Sciences, Год журнала: 2025, Номер 15(3), С. 220 - 220

Опубликована: Фев. 20, 2025

Background/Objectives: This systematic review presents how neural and emotional networks are integrated into EEG-based emotion recognition, bridging the gap between cognitive neuroscience practical applications. Methods: Following PRISMA, 64 studies were reviewed that outlined latest feature extraction classification developments using deep learning models such as CNNs RNNs. Results: Indeed, findings showed multimodal approaches practical, especially combinations involving EEG with physiological signals, thus improving accuracy of classification, even surpassing 90% in some studies. Key signal processing techniques used during this process include spectral features, connectivity analysis, frontal asymmetry detection, which helped enhance performance recognition. Despite these advances, challenges remain more significant real-time processing, where a trade-off computational efficiency limits implementation. High cost is prohibitive to use real-world applications, therefore indicating need for development application optimization techniques. Aside from this, obstacles inconsistency labeling emotions, variation experimental protocols, non-standardized datasets regarding generalizability recognition systems. Discussion: These developing adaptive, algorithms, integrating other inputs like facial expressions sensors, standardized protocols elicitation classification. Further, related ethical issues respect privacy, data security, machine model biases be much proclaimed responsibly apply research on emotions areas healthcare, human–computer interaction, marketing. Conclusions: provides critical insight suggestions further field toward robust, scalable, applications by consolidating current methodologies identifying their key limitations.

Язык: Английский

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Left Insula and Right Middle Temporal Gyrus Dominate Cortical Network Discriminating Arousal‐dependent Emotions

Advanced Science, Год журнала: 2025, Номер unknown

Опубликована: Янв. 17, 2025

Emotion processing is an integral part of everyone's life. The basic neural circuits involved in emotion perception are becoming clear, though the emotion's cognitive remains under investigation. Utilizing stereo-electroencephalograph with high temporal-spatial resolution, this study aims to decipher pathway responsible for discriminating low-arousal and high-arousal emotions. This involves 19 patients pharmacologically resistant epilepsy who participate a delayed match/mismatch sample task designed separately assess their ability discriminate between Three groups 11 brain subregions, dominant lateralization, compose network, which identified as arousal-dependent connection these leading by left insula right middle temporal gyrus, defines pathways emotions different arousals. Further, separated network patterns related emotional discrimination face-independent. Overall, gyrus emerge core components plays key roles dynamic course low- human brain.

Язык: Английский

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Arousal and social anxiety but not the emotional category influence visual search performance when using task-irrelevant emotional faces

Visual Cognition, Год журнала: 2025, Номер unknown, С. 1 - 19

Опубликована: Янв. 12, 2025

The goal of the present study was to test effects emotional arousal elicited by faces on visual search performance. In Experiment 1, facial expressions acted as distractors presented throughout task. 2, were only before We found that level can better describe their performance compared discrete categories. Exp1, with higher ratings more distracting, possibly because active inhibition is necessary solve However, in Exp2, levels resulted performance, they activate system, initiating readiness for action. also showed social anxiety diminishes attentional due its influence executive processing. This does not support involvement bottom-up biases maintenance many interventions seem target.

Язык: Английский

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Eliciting Emotions: Investigating the Use of Generative AI and Facial Muscle Activation in Children’s Emotional Recognition

Big Data and Cognitive Computing, Год журнала: 2025, Номер 9(1), С. 15 - 15

Опубликована: Янв. 20, 2025

This study explores children’s emotions through a novel approach of Generative Artificial Intelligence (GenAI) and Facial Muscle Activation (FMA). It examines GenAI’s effectiveness in creating facial images that produce genuine emotional responses children, alongside FMA’s analysis muscular activation during these expressions. The aim is to determine if AI can realistically generate recognize similar human experiences. involves generating database 280 (40 per emotion) children expressing various emotions. For real faces from public databases (DEFSS NIMH-CHEFS), five were considered: happiness, angry, fear, sadness, neutral. In contrast, for AI-generated images, seven analyzed, including the previous plus surprise disgust. A feature vector extracted indicating lengths between reference points on face contract or expand based expressed emotion. then input into an artificial neural network emotion recognition classification, achieving accuracies up 99% certain cases. offers new avenues training validating algorithms, enabling models be trained with real-world data interchangeably. integration both datasets validation phases enhances model performance adaptability.

Язык: Английский

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Study of spatial abilities: the role of sex, female hormonal status and emotional context in visualizing 2D cross sections of 3D objects

Behavioural Brain Research, Год журнала: 2025, Номер 485, С. 115520 - 115520

Опубликована: Март 3, 2025

Язык: Английский

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Emotional states affect the degree of duration distortion more than distortion direction: a meta-analytic research

Psychological Research, Год журнала: 2025, Номер 89(2)

Опубликована: Март 8, 2025

Язык: Английский

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Animacy and threat influence location memory in adults

Memory & Cognition, Год журнала: 2025, Номер unknown

Опубликована: Март 17, 2025

Язык: Английский

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Eye movements and user emotional experience: a study in interface design

Frontiers in Psychology, Год журнала: 2025, Номер 16

Опубликована: Март 19, 2025

The purpose of this study is to explore the correlation between eye movement metrics and user emotional experience during user’s process using interface in a task-oriented manner through an eye-tracking study. Fifty-four participants were recruited, who divided into two groups asked complete same task different sets interfaces. interfaces proved have differences users before experiment. participants’ data recorded as they operated, analyzes performed biserial tests. results show that designs affect three dimensions (PAD) also lead changes patterns tasks. Interface elicit higher pleasure will longer duration fixations. arousal more fixations peak velocity saccades. dominance fixations, fewer This identifies related design are from those other fields, providing new perspective for scientific validation design. designers can apply findings optimize specific improve experience.

Язык: Английский

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Differential fMRI neural synchrony associated with migraine during naturalistic stimuli with negative emotional valence

The Journal of Headache and Pain, Год журнала: 2025, Номер 26(1)

Опубликована: Март 28, 2025

Migraine is a common neurological disorder that impacts approximately 12% of the general population and characterized by moderate to severe headaches, nausea, mood changes, fatigue. It lower-level visual auditory processing, causing hypersensitivities lead heightened audiovisual multisensory integration. However, impact migraine on processing complex, stimuli still unclear. Additionally, may induce emotional arousal valence, though relative significance these factors remains unknown. The current study seeks identify how synchronous neural stimuli, this differs based valence stimulus. To do so, we collected functional magnetic resonance imaging data (fMRI) from 22 migraineurs 21 healthy controls during passive viewing three films differing valence. We identified that, in response negative high stimulus, group showed greater synchrony regions associated with integration, including bilateral posterior superior temporal gyrus (pSTG), parietal lobule (SPL), left middle (MTG). There were no significant differences between control groups positive neutral low stimuli. These findings suggest involves hypersensitivity movies as function where negative/aversive states drive Overall, research highlights distinct pathways through which emotion migraine.

Язык: Английский

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From awareness to preference: The dual role of brand and eco-friendliness in shaping green choices

Journal of Retailing and Consumer Services, Год журнала: 2025, Номер 85, С. 104302 - 104302

Опубликована: Апрель 7, 2025

Язык: Английский

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