IEEE Transactions on Affective Computing最新文献

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Two-stage Temporal Modelling Framework for Video-based Depression Recognition using Graph Representation 使用图形表示法的基于视频的抑郁识别两阶段时态建模框架
IF 11.2 2区 计算机科学
IEEE Transactions on Affective Computing Pub Date : 2024-06-26 DOI: 10.1109/taffc.2024.3415770
Jiaqi Xu, Hatice Gunes, Keerthy Kusumam, Michel Valstar, Siyang Song
{"title":"Two-stage Temporal Modelling Framework for Video-based Depression Recognition using Graph Representation","authors":"Jiaqi Xu, Hatice Gunes, Keerthy Kusumam, Michel Valstar, Siyang Song","doi":"10.1109/taffc.2024.3415770","DOIUrl":"https://doi.org/10.1109/taffc.2024.3415770","url":null,"abstract":"","PeriodicalId":13131,"journal":{"name":"IEEE Transactions on Affective Computing","volume":"16 1","pages":""},"PeriodicalIF":11.2,"publicationDate":"2024-06-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141461695","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
Image Encoding and Fusion of Multi-modal Data Enhance Depression Diagnosis in Parkinson's Disease Patients 图像编码和多模态数据融合可提高帕金森病患者的抑郁诊断水平
IF 11.2 2区 计算机科学
IEEE Transactions on Affective Computing Pub Date : 2024-06-24 DOI: 10.1109/taffc.2024.3418415
Jian Li, Yuliang Zhao, Huawei Zhang, Wayne Jason LiMember, Changzeng Fu, Chao Lian, Peng Shan
{"title":"Image Encoding and Fusion of Multi-modal Data Enhance Depression Diagnosis in Parkinson's Disease Patients","authors":"Jian Li, Yuliang Zhao, Huawei Zhang, Wayne Jason LiMember, Changzeng Fu, Chao Lian, Peng Shan","doi":"10.1109/taffc.2024.3418415","DOIUrl":"https://doi.org/10.1109/taffc.2024.3418415","url":null,"abstract":"","PeriodicalId":13131,"journal":{"name":"IEEE Transactions on Affective Computing","volume":"69 1","pages":""},"PeriodicalIF":11.2,"publicationDate":"2024-06-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141448475","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 Sentimental Privileged Information Embedding for Improving Facial Expression Recognition 嵌入多模态情感特权信息以提高面部表情识别能力
IF 11.2 2区 计算机科学
IEEE Transactions on Affective Computing Pub Date : 2024-06-18 DOI: 10.1109/taffc.2024.3415625
Ning Sun, Changwei You, Wenming Zheng, Jixin Liu, Lei Chai, Haian Sun
{"title":"Multimodal Sentimental Privileged Information Embedding for Improving Facial Expression Recognition","authors":"Ning Sun, Changwei You, Wenming Zheng, Jixin Liu, Lei Chai, Haian Sun","doi":"10.1109/taffc.2024.3415625","DOIUrl":"https://doi.org/10.1109/taffc.2024.3415625","url":null,"abstract":"","PeriodicalId":13131,"journal":{"name":"IEEE Transactions on Affective Computing","volume":"15 1","pages":""},"PeriodicalIF":11.2,"publicationDate":"2024-06-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141969284","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
MOCAS: A Multimodal Dataset for Objective Cognitive Workload Assessment on Simultaneous Tasks MOCAS:多模态数据集,用于对同时进行的任务进行客观认知工作量评估
IF 11.2 2区 计算机科学
IEEE Transactions on Affective Computing Pub Date : 2024-06-13 DOI: 10.1109/taffc.2024.3414330
Wonse Jo, Ruiqi Wang, Go-Eum Cha, Su Sun, Revanth Krishna Senthilkumaran, Daniel Foti, Byung-Cheol Min
{"title":"MOCAS: A Multimodal Dataset for Objective Cognitive Workload Assessment on Simultaneous Tasks","authors":"Wonse Jo, Ruiqi Wang, Go-Eum Cha, Su Sun, Revanth Krishna Senthilkumaran, Daniel Foti, Byung-Cheol Min","doi":"10.1109/taffc.2024.3414330","DOIUrl":"https://doi.org/10.1109/taffc.2024.3414330","url":null,"abstract":"","PeriodicalId":13131,"journal":{"name":"IEEE Transactions on Affective Computing","volume":"373 1","pages":""},"PeriodicalIF":11.2,"publicationDate":"2024-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141944191","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
A New Look At Breathing for Affective Studies 情感研究中的呼吸新视角
IF 11.2 2区 计算机科学
IEEE Transactions on Affective Computing Pub Date : 2024-06-12 DOI: 10.1109/taffc.2024.3413053
Nanfei Sun, Ioannis Pavlidis
{"title":"A New Look At Breathing for Affective Studies","authors":"Nanfei Sun, Ioannis Pavlidis","doi":"10.1109/taffc.2024.3413053","DOIUrl":"https://doi.org/10.1109/taffc.2024.3413053","url":null,"abstract":"","PeriodicalId":13131,"journal":{"name":"IEEE Transactions on Affective Computing","volume":"25 1","pages":""},"PeriodicalIF":11.2,"publicationDate":"2024-06-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141944192","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
Identifying Children with Autism Spectrum Disorder via Transformer-Based Representation Learning from Dynamic Facial Cues 通过基于变压器的动态面部线索表征学习识别自闭症谱系障碍儿童
IF 11.2 2区 计算机科学
IEEE Transactions on Affective Computing Pub Date : 2024-06-11 DOI: 10.1109/taffc.2024.3412032
Chen Xia, Hexu Chen, Junwei Han, Dingwen Zhang, Kuan Li
{"title":"Identifying Children with Autism Spectrum Disorder via Transformer-Based Representation Learning from Dynamic Facial Cues","authors":"Chen Xia, Hexu Chen, Junwei Han, Dingwen Zhang, Kuan Li","doi":"10.1109/taffc.2024.3412032","DOIUrl":"https://doi.org/10.1109/taffc.2024.3412032","url":null,"abstract":"","PeriodicalId":13131,"journal":{"name":"IEEE Transactions on Affective Computing","volume":"24 1","pages":""},"PeriodicalIF":11.2,"publicationDate":"2024-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141944194","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
Controllable Multi-Speaker Emotional Speech Synthesis With Emotion Representation of High Generalization Capability 具有高泛化能力情感表征的可控多扬声器情感语音合成
IF 11.2 2区 计算机科学
IEEE Transactions on Affective Computing Pub Date : 2024-06-11 DOI: 10.1109/taffc.2024.3412152
Junjie Zheng, Jian Zhou, Wenming Zheng, Liang Tao, Hon Keung Kwan
{"title":"Controllable Multi-Speaker Emotional Speech Synthesis With Emotion Representation of High Generalization Capability","authors":"Junjie Zheng, Jian Zhou, Wenming Zheng, Liang Tao, Hon Keung Kwan","doi":"10.1109/taffc.2024.3412152","DOIUrl":"https://doi.org/10.1109/taffc.2024.3412152","url":null,"abstract":"","PeriodicalId":13131,"journal":{"name":"IEEE Transactions on Affective Computing","volume":"30 1","pages":""},"PeriodicalIF":11.2,"publicationDate":"2024-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141944193","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
A Comparative Data-driven Study of Intensity-based Categorical Emotion Representations for MER 基于强度的 MER 分类情绪表示的数据驱动比较研究
IF 11.2 2区 计算机科学
IEEE Transactions on Affective Computing Pub Date : 2024-06-10 DOI: 10.1109/taffc.2024.3411651
Sanga Chaki, Sourangshu Bhattacharya, Junmoni Borgohain, Priyadarshi Patnaik, Raju Mullick, Gouri Karambelkar
{"title":"A Comparative Data-driven Study of Intensity-based Categorical Emotion Representations for MER","authors":"Sanga Chaki, Sourangshu Bhattacharya, Junmoni Borgohain, Priyadarshi Patnaik, Raju Mullick, Gouri Karambelkar","doi":"10.1109/taffc.2024.3411651","DOIUrl":"https://doi.org/10.1109/taffc.2024.3411651","url":null,"abstract":"","PeriodicalId":13131,"journal":{"name":"IEEE Transactions on Affective Computing","volume":"39 1","pages":""},"PeriodicalIF":11.2,"publicationDate":"2024-06-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141944195","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
Minority Views Matter: Evaluating Speech Emotion Classifiers with Human Subjective Annotations by an All-Inclusive Aggregation Rule 少数意见很重要:用全包式聚合规则评估带有人类主观注释的语音情感分类器
IF 11.2 2区 计算机科学
IEEE Transactions on Affective Computing Pub Date : 2024-06-07 DOI: 10.1109/taffc.2024.3411290
Huang-Cheng Chou, Lucas Goncalves, Seong-Gyun Leem, Ali N. Salman, Chi-Chun Lee, Carlos Busso
{"title":"Minority Views Matter: Evaluating Speech Emotion Classifiers with Human Subjective Annotations by an All-Inclusive Aggregation Rule","authors":"Huang-Cheng Chou, Lucas Goncalves, Seong-Gyun Leem, Ali N. Salman, Chi-Chun Lee, Carlos Busso","doi":"10.1109/taffc.2024.3411290","DOIUrl":"https://doi.org/10.1109/taffc.2024.3411290","url":null,"abstract":"","PeriodicalId":13131,"journal":{"name":"IEEE Transactions on Affective Computing","volume":"196 1","pages":""},"PeriodicalIF":11.2,"publicationDate":"2024-06-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141969285","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
Towards Generalised and Incremental Bias Mitigation in Personality Computing 在人格计算中实现通用和渐进式偏差缓解
IF 9.6 2区 计算机科学
IEEE Transactions on Affective Computing Pub Date : 2024-06-05 DOI: 10.1109/TAFFC.2024.3409830
Jian Jiang;Viswonathan Manoranjan;Hanan Salam;Oya Celiktutan
{"title":"Towards Generalised and Incremental Bias Mitigation in Personality Computing","authors":"Jian Jiang;Viswonathan Manoranjan;Hanan Salam;Oya Celiktutan","doi":"10.1109/TAFFC.2024.3409830","DOIUrl":"10.1109/TAFFC.2024.3409830","url":null,"abstract":"Building systems for predicting human socio-emotional states has promising applications; however, if trained on biased data, such systems could inadvertently yield biased decisions. Bias mitigation remains an open problem, which tackles the correction of a model's disparate performance over different groups defined by particular sensitive attributes (e.g., gender, age, and race). In this work, we design a novel fairness loss function named Multi-Group Parity (MGP) to provide a generalised approach for bias mitigation in personality computing. In contrast to existing works in the literature, MGP is generalised as it features four ‘multiple’ properties (4Mul): multiple tasks, multiple modalities, multiple sensitive attributes, and multi-valued attributes. Moreover, we explore how to incrementally mitigate the biases when more sensitive attributes are taken into consideration sequentially. Towards this problem, we introduce a novel algorithm that utilises an incremental learning framework to mitigate bias against one attribute data at a time without compromising past fairness. Extensive experiments on two large-scale multi-modal personality recognition datasets validate the effectiveness of our approach in achieving superior bias mitigation under the proposed four properties and incremental debiasing settings.","PeriodicalId":13131,"journal":{"name":"IEEE Transactions on Affective Computing","volume":"15 4","pages":"2192-2203"},"PeriodicalIF":9.6,"publicationDate":"2024-06-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141944196","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
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