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IEEE Transactions on Affective Computing最新文献

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Analyzing Emotions and Engagement During Cognitive Stimulation Group Training with the Pepper Robot 辣椒机器人认知刺激组训练中的情绪与投入分析
IF 11.2 2区 计算机科学
IEEE Transactions on Affective Computing Pub Date : 2025-09-16 DOI: 10.1109/taffc.2025.3609855
Berardina De Carolis, Nicola Macchiarulo, Giuseppe Palestra, Olimpia Pino
{"title":"Analyzing Emotions and Engagement During Cognitive Stimulation Group Training with the Pepper Robot","authors":"Berardina De Carolis, Nicola Macchiarulo, Giuseppe Palestra, Olimpia Pino","doi":"10.1109/taffc.2025.3609855","DOIUrl":"https://doi.org/10.1109/taffc.2025.3609855","url":null,"abstract":"","PeriodicalId":13131,"journal":{"name":"IEEE Transactions on Affective Computing","volume":"72 1","pages":""},"PeriodicalIF":11.2,"publicationDate":"2025-09-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145072868","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
MCGC-Net: Multi-scale Controllable Graph Convolutional Network on Music Emotion Recognition MCGC-Net：音乐情感识别的多尺度可控图卷积网络
IF 11.2 2区 计算机科学
IEEE Transactions on Affective Computing Pub Date : 2025-09-12 DOI: 10.1109/taffc.2025.3608830
Tong Zhang, Qilin Li, Xueyue Yang, C. L. Philip Chen
{"title":"MCGC-Net: Multi-scale Controllable Graph Convolutional Network on Music Emotion Recognition","authors":"Tong Zhang, Qilin Li, Xueyue Yang, C. L. Philip Chen","doi":"10.1109/taffc.2025.3608830","DOIUrl":"https://doi.org/10.1109/taffc.2025.3608830","url":null,"abstract":"","PeriodicalId":13131,"journal":{"name":"IEEE Transactions on Affective Computing","volume":"164 1","pages":""},"PeriodicalIF":11.2,"publicationDate":"2025-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145072872","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
MIND-EEG: Multi-granularity Integration Network with Discrete Codebook for EEG-based Emotion Recognition 基于脑电的情绪识别：离散码本的多粒度集成网络
IF 11.2 2区 计算机科学
IEEE Transactions on Affective Computing Pub Date : 2025-09-10 DOI: 10.1109/taffc.2025.3608571
Yuzhe Zhang, Chengxi Xie, Huan Liu, Yuhan Shi, Guanjian Liu, Dalin Zhang
{"title":"MIND-EEG: Multi-granularity Integration Network with Discrete Codebook for EEG-based Emotion Recognition","authors":"Yuzhe Zhang, Chengxi Xie, Huan Liu, Yuhan Shi, Guanjian Liu, Dalin Zhang","doi":"10.1109/taffc.2025.3608571","DOIUrl":"https://doi.org/10.1109/taffc.2025.3608571","url":null,"abstract":"","PeriodicalId":13131,"journal":{"name":"IEEE Transactions on Affective Computing","volume":"53 1","pages":""},"PeriodicalIF":11.2,"publicationDate":"2025-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145035500","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multimodal Affect Perception with Large Language Model Enhancement Network 基于大型语言模型增强网络的多模态情感感知
IF 11.2 2区 计算机科学
IEEE Transactions on Affective Computing Pub Date : 2025-09-10 DOI: 10.1109/taffc.2025.3607727
Kaixiang Yang, Yifan Luo, Zongyan Zhang, C. L. Philip Chen, Tong Zhang
{"title":"Multimodal Affect Perception with Large Language Model Enhancement Network","authors":"Kaixiang Yang, Yifan Luo, Zongyan Zhang, C. L. Philip Chen, Tong Zhang","doi":"10.1109/taffc.2025.3607727","DOIUrl":"https://doi.org/10.1109/taffc.2025.3607727","url":null,"abstract":"","PeriodicalId":13131,"journal":{"name":"IEEE Transactions on Affective Computing","volume":"100 1","pages":""},"PeriodicalIF":11.2,"publicationDate":"2025-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145035501","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Brain-Machine Enhanced Intelligence for Semi-Supervised Facial Emotion Recognition 半监督面部情感识别的脑机增强智能
IF 11.2 2区 计算机科学
IEEE Transactions on Affective Computing Pub Date : 2025-09-08 DOI: 10.1109/taffc.2025.3607025
Dongjun Liu, Weichen Dai, Hangjie Yi, Honggang Liu, Jianting Cao, Qibin Zhao, Fabio Babiloni, Wanzeng Kong
{"title":"Brain-Machine Enhanced Intelligence for Semi-Supervised Facial Emotion Recognition","authors":"Dongjun Liu, Weichen Dai, Hangjie Yi, Honggang Liu, Jianting Cao, Qibin Zhao, Fabio Babiloni, Wanzeng Kong","doi":"10.1109/taffc.2025.3607025","DOIUrl":"https://doi.org/10.1109/taffc.2025.3607025","url":null,"abstract":"","PeriodicalId":13131,"journal":{"name":"IEEE Transactions on Affective Computing","volume":"89 1","pages":""},"PeriodicalIF":11.2,"publicationDate":"2025-09-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145017724","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Mitigating Symptom Heterogeneity in Multimodal Depression Estimation Via Level Separation and Deviation Regression 通过水平分离和偏差回归缓解多模态抑郁估计的症状异质性
IF 11.2 2区 计算机科学
IEEE Transactions on Affective Computing Pub Date : 2025-09-08 DOI: 10.1109/taffc.2025.3606949
Chengguang Liu, Shanmin Wang, Qingshan Liu, Yang Wang, Fei Wang
{"title":"Mitigating Symptom Heterogeneity in Multimodal Depression Estimation Via Level Separation and Deviation Regression","authors":"Chengguang Liu, Shanmin Wang, Qingshan Liu, Yang Wang, Fei Wang","doi":"10.1109/taffc.2025.3606949","DOIUrl":"https://doi.org/10.1109/taffc.2025.3606949","url":null,"abstract":"","PeriodicalId":13131,"journal":{"name":"IEEE Transactions on Affective Computing","volume":"55 1","pages":""},"PeriodicalIF":11.2,"publicationDate":"2025-09-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145017723","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
UCMIB-PNS: Balancing Sufficiency and Necessity with Probabilistic Causality and Cross-Modal Uncertainty in Multimodal Sentiment Analysis 基于概率因果关系和跨模态不确定性的多模态情感分析充分性和必要性的平衡
IF 11.2 2区 计算机科学
IEEE Transactions on Affective Computing Pub Date : 2025-09-08 DOI: 10.1109/taffc.2025.3606964
Jili Chen, Yihua Zhong, Qionghao Huang, Changqin Huang, Fan Jiang, Xiaodi Huang, Xun Wang
{"title":"UCMIB-PNS: Balancing Sufficiency and Necessity with Probabilistic Causality and Cross-Modal Uncertainty in Multimodal Sentiment Analysis","authors":"Jili Chen, Yihua Zhong, Qionghao Huang, Changqin Huang, Fan Jiang, Xiaodi Huang, Xun Wang","doi":"10.1109/taffc.2025.3606964","DOIUrl":"https://doi.org/10.1109/taffc.2025.3606964","url":null,"abstract":"","PeriodicalId":13131,"journal":{"name":"IEEE Transactions on Affective Computing","volume":"34 1","pages":""},"PeriodicalIF":11.2,"publicationDate":"2025-09-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145017761","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
SentireCache: Accelerate Sentiment Classification With Saliency-Based Caching SentireCache：使用基于显著性的缓存加速情感分类
IF 9.8 2区 计算机科学
IEEE Transactions on Affective Computing Pub Date : 2025-09-05 DOI: 10.1109/TAFFC.2025.3578574
Yilong Zhu;Juncheng Jia;Mianxiong Dong;Jun Qi
{"title":"SentireCache: Accelerate Sentiment Classification With Saliency-Based Caching","authors":"Yilong Zhu;Juncheng Jia;Mianxiong Dong;Jun Qi","doi":"10.1109/TAFFC.2025.3578574","DOIUrl":"10.1109/TAFFC.2025.3578574","url":null,"abstract":"Deep Learning methodologies have demonstrated exceptional efficacy in sentiment classification tasks. However, their extended inference times often impede practical deployment, particularly in resource-constrained environments. This paper addresses the challenge of reducing inference time by introducing a novel in-GPU caching approach, termed SentireCache, specifically designed for sentiment classification tasks. While traditional caching methods with the cosine similarity measurement have shown some reduction in inference time, they suffer from low hit rates and accuracy. To overcome this limitation, we incorporate a token filtering mechanism based on saliency into the caching system, along with simplified similarity calculation methods. The effectiveness of our proposed approach is theoretically analyzed. Moreover, extensive experimentation is conducted to compare SentireCache with other state-of-the-art caching methods. The results demonstrate a significant 37.7% reduction in inference time with an average performance degradation of 4.69%.","PeriodicalId":13131,"journal":{"name":"IEEE Transactions on Affective Computing","volume":"16 3","pages":"1349-1361"},"PeriodicalIF":9.8,"publicationDate":"2025-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145003108","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Distinguishing Depression and Bipolar Disorder from Social Media Data Utilizing Intensity of Emotions and Interpretable Deep Learning Models 利用情绪强度和可解释深度学习模型从社交媒体数据中区分抑郁症和双相情感障碍
IF 11.2 2区 计算机科学
IEEE Transactions on Affective Computing Pub Date : 2025-09-05 DOI: 10.1109/taffc.2025.3606887
Syauki Aulia Thamrin, Arbee L.P. Chen
{"title":"Distinguishing Depression and Bipolar Disorder from Social Media Data Utilizing Intensity of Emotions and Interpretable Deep Learning Models","authors":"Syauki Aulia Thamrin, Arbee L.P. Chen","doi":"10.1109/taffc.2025.3606887","DOIUrl":"https://doi.org/10.1109/taffc.2025.3606887","url":null,"abstract":"","PeriodicalId":13131,"journal":{"name":"IEEE Transactions on Affective Computing","volume":"1 1","pages":""},"PeriodicalIF":11.2,"publicationDate":"2025-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145002950","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Guest Editorial Extremely Low-Resource Autonomous Affective Learning 极低资源自主情感学习
IF 9.8 2区 计算机科学
IEEE Transactions on Affective Computing Pub Date : 2025-09-05 DOI: 10.1109/TAFFC.2025.3589682
Xinzhou Xu;Björn W. Schuller;Elisabeth André;Erik Cambria
{"title":"Guest Editorial Extremely Low-Resource Autonomous Affective Learning","authors":"Xinzhou Xu;Björn W. Schuller;Elisabeth André;Erik Cambria","doi":"10.1109/TAFFC.2025.3589682","DOIUrl":"10.1109/TAFFC.2025.3589682","url":null,"abstract":"","PeriodicalId":13131,"journal":{"name":"IEEE Transactions on Affective Computing","volume":"16 3","pages":"1261-1264"},"PeriodicalIF":9.8,"publicationDate":"2025-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11152496","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145002952","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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