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Most cited papers in Emotion and Mood Recognition

What are the most cited papers in Emotion and Mood Recognition?

The most cited paper in Emotion and Mood Recognition is "DEAP: A Database for Emotion Analysis ;Using Physiological Signals" (Sander Koelstra, Christian Mühl, Mohammad Soleymani et al., 2011), with 5,075 citations. Next come "The Extended Cohn-Kanade Dataset (CK+): A complete dataset for action unit and emotion-specified expression" (4,216) and "Patterns of cognitive appraisal in emotion." (3,889).

Showing 50 of 100 papers. Every paper with more than 726 citations is listed.

Most cited papers, sortable by citations and release date
#Paper
1 DEAP: A Database for Emotion Analysis ;Using Physiological Signals Sander Koelstra, Christian Mühl, Mohammad Soleymani et al. · IEEE Transactions on Affective Computing Open access 17 Jun 2011 5,075
2 The Extended Cohn-Kanade Dataset (CK+): A complete dataset for action unit and emotion-specified expression Patrick J. Lucey, Jeffrey F. Cohn, Takeo Kanade et al. Conference paper Jun 2010 4,216
3 Patterns of cognitive appraisal in emotion. Craig A. Smith, Phoebe C. Ellsworth · Journal of Personality and Social Psychology 1985 3,889
4 IEMOCAP: interactive emotional dyadic motion capture database Carlos Busso, Murtaza Bulut, Chi-Chun Lee et al. · Language Resources and Evaluation 4 Nov 2008 3,844
5 A Survey of Affect Recognition Methods: Audio, Visual, and Spontaneous Expressions Zhihong Zeng, Maja Pantić, Glenn I. Roisman et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence 6 Nov 2008 2,807
6 Comprehensive database for facial expression analysis Takeo Kanade, Jeffrey F. Cohn, Yingli Tian Conference paper 7 Nov 2002 2,615
7 Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks Wei‐Long Zheng, Bao‐Liang Lu · IEEE Transactions on Autonomous Mental Development 8 May 2015 2,614
8 Emotion recognition in human-computer interaction Roddy Cowie, Ellen Douglas‐Cowie, Nicolas Tsapatsoulis et al. · IEEE Signal Processing Magazine Open access 2001 2,602
9 Toward machine emotional intelligence: analysis of affective physiological state Rosalind W. Picard, Elias Vyzas, Jennifer A. Healey · IEEE Transactions on Pattern Analysis and Machine Intelligence 2001 2,331
10 Facial expression recognition based on Local Binary Patterns: A comprehensive study Caifeng Shan, Shaogang Gong, Peter William McOwan · Image and Vision Computing 27 Aug 2008 2,323
11 AffectNet: A Database for Facial Expression, Valence, and Arousal Computing in the Wild Ali Mollahosseini, Behzad Hasani, Mohammad H. Mahoor · IEEE Transactions on Affective Computing Open access 21 Aug 2017 2,302
12 A review of classification algorithms for EEG-based brain–computer interfaces: a 10 year update Fabien Lotte, Laurent Bougrain, Andrzej S Cichocki et al. · Journal of Neural Engineering Open access 28 Feb 2018 2,262
13 Survey on speech emotion recognition: Features, classification schemes, and databases Moataz El Ayadi, Mohamed S. Kamel, Fakhri Karray · Pattern Recognition 14 Oct 2010 2,095
14 Measures of emotion: A review Iris B. Mauss, Michael D. Robinson · Cognition & Emotion Open access Feb 2009 2,095
15 Vocal communication of emotion: A review of research paradigms Klaus R. Scherer · Speech Communication Open access 30 Jan 2003 2,033
16 The Neural Bases of Emotion Regulation: Reappraisal and Suppression of Negative Emotion Philippe R. Goldin, Kateri McRae, Wiveka Ramel et al. · Biological Psychiatry Open access 2 Oct 2007 1,907
17 The Ryerson Audio-Visual Database of Emotional Speech and Song (RAVDESS): A dynamic, multimodal set of facial and vocal expressions in North American English Steven Robert Livingstone, Frank Russo · PLoS ONE Open access 16 May 2018 1,904
18 OpenFace 2.0: Facial Behavior Analysis Toolkit Tadas Baltrušaitis, Amir Zadeh, Yao Chong Lim et al. Conference paper May 2018 1,878
19 Affect Detection: An Interdisciplinary Review of Models, Methods, and Their Applications Rafael A. Calvo, Sidney K. D’Mello · IEEE Transactions on Affective Computing 2010 1,874
20 Automatic facial expression analysis: a survey Beat Fasel, Juergen Luettin · Pattern Recognition Open access 7 Oct 2002 1,816
21 Unconscious Facial Reactions to Emotional Facial Expressions Ulf Dimberg, Monika Thunberg, Kurt Elmehed · Psychological Science 2000 1,794
22 Deep learning for electroencephalogram (EEG) classification tasks: a review Alexander Craik, Yongtian He, Jose Luis Contreras-Vidal · Journal of Neural Engineering Open access 26 Feb 2019 1,779
23 OpenFace: An open source facial behavior analysis toolkit Tadas Baltrušaitis, Peter Robinson, Louis‐Philippe Morency Conference paperOpen access Mar 2016 1,778
24 Emotional Expressions Reconsidered: Challenges to Inferring Emotion From Human Facial Movements Lisa Feldman Barrett, Ralph Adolphs, Stacy Marsella et al. · Psychological Science in the Public Interest Open access Jul 2019 1,766
25 Deep Facial Expression Recognition: A Survey Shan Li, Weihong Deng · IEEE Transactions on Affective Computing Open access 17 Mar 2020 1,762
26 Guidelines for Human Electromyographic Research Alan J. Fridlund, John T. Cacioppo · Psychophysiology Open access Sep 1986 1,762
27 Recognizing action units for facial expression analysis Yingli Tian, Takeo Kanade, Jeffrey F. Cohn · IEEE Transactions on Pattern Analysis and Machine Intelligence Open access 2001 1,758
28 A Multimodal Database for Affect Recognition and Implicit Tagging Mohammad Soleymani, Jeroen F. Lichtenauer, Thierry Pun et al. · IEEE Transactions on Affective Computing Open access 15 Aug 2011 1,677
29 A review of affective computing: From unimodal analysis to multimodal fusion Soujanya Poria, Erik Cambria, Rajiv Bajpai et al. · Information Fusion Open access 3 Feb 2017 1,644
30 EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks Tengfei Song, Wenming Zheng, Peng Song et al. · IEEE Transactions on Affective Computing 21 Mar 2018 1,593
31 Reliable Crowdsourcing and Deep Locality-Preserving Learning for Expression Recognition in the Wild Shan Li, Weihong Deng, Junping Du Conference paper Jul 2017 1,404
32 Feelings and phenomenal experiences Norbert Schwarz, Gerald L. Clore, A. Kruglanski et al. 2007 1,370
33 Introducing WESAD, a Multimodal Dataset for Wearable Stress and Affect Detection Philip Schmidt, Attila Reiss, Robert Duerichen et al. Conference paper 2 Oct 2018 1,278
34 EmotionMeter: A Multimodal Framework for Recognizing Human Emotions Wei‐Long Zheng, Wei Liu, Yifei Lu et al. · IEEE Transactions on Cybernetics 7 Feb 2018 1,276
35 Facial Expression Analysis under Partial Occlusion Ligang Zhang, Brijesh Verma, Dian Tjondronegoro et al. · ACM Computing Surveys Open access 18 Apr 2018 1,252
36 Emotions Recognition Using EEG Signals: A Survey Soraia M. Alarcão, Manuel J. Fonseca · IEEE Transactions on Affective Computing 12 Jun 2017 1,204
37 A 3D Facial Expression Database For Facial Behavior Research Lijun Yin, Xiaozhou Wei, Yi Sun et al. Conference paper 28 Apr 2006 1,201
38 DREAMER: A Database for Emotion Recognition Through EEG and ECG Signals From Wireless Low-cost Off-the-Shelf Devices Stamos Katsigiannis, Naeem Ramzan · IEEE Journal of Biomedical and Health Informatics Open access 27 Mar 2017 1,117
39 EEG differences between eyes-closed and eyes-open resting conditions Robert J. Barry, Adam R. Clarke, Stuart John Johnstone et al. · Clinical Neurophysiology 3 Oct 2007 1,111
40 Differential entropy feature for EEG-based emotion classification Ruo-Nan Duan, Jiayi Zhu, Bao‐Liang Lu Conference paper Nov 2013 1,106
41 Feature Extraction and Selection for Emotion Recognition from EEG Robert Jenke, Angelika Peer, MARTIN J. BUSS · IEEE Transactions on Affective Computing Open access Jul 2014 1,099
42 Going deeper in facial expression recognition using deep neural networks Ali Mollahosseini, David Wing Keung Chan, Mohammad H. Mahoor Conference paperOpen access Mar 2016 1,095
43 Emotion recognition based on physiological changes in music listening Jonghwa Kim, Elisabeth André · IEEE Transactions on Pattern Analysis and Machine Intelligence Open access 29 Sep 2008 1,090
44 Web-Based Database for Facial Expression Analysis Maja Pantić, Michel Valstar, Richard M. Rademaker et al. Conference paper 24 Oct 2005 1,066
45 Emotion and Motivation Margaret M. Bradley, Peter J. Lang · Cambridge University Press eBooks Book chapter 22 Dec 2009 1,048
46 Machine learning in mental health: a scoping review of methods and applications Adrian B. R. Shatte, Delyse M. Hutchinson, Samantha J. Teague · Psychological Medicine Open access 12 Feb 2019 1,045
47 Speech emotion recognition using deep 1D & 2D CNN LSTM networks Jianfeng Zhao, Xia Mao, Lijiang Chen · Biomedical Signal Processing and Control 11 Sep 2018 1,042
48 EEG-Based Emotion Recognition in Music Listening Yuan‐Pin Lin, Chi‐Hong Wang, Tzyy‐Ping Jung et al. · IEEE Transactions on Biomedical Engineering 12 May 2010 1,038
49 CASME II: An Improved Spontaneous Micro-Expression Database and the Baseline Evaluation Wen‐Jing Yan, Xiaobai Li, Sujing Wang et al. · PLoS ONE Open access 27 Jan 2014 1,008
50 Identifying Stable Patterns over Time for Emotion Recognition from EEG Wei‐Long Zheng, Jiayi Zhu, Bao‐Liang Lu · IEEE Transactions on Affective Computing 5 Jun 2017 985

Citations are OpenAlex's own counts, from its 2026-09-23 snapshot, so the ranking can differ from Google Scholar or Web of Science. A paper is listed for a field when OpenAlex files it under one of the field's topics; retracted papers and papers whose citation count cannot be traced to citing works are left out, and a preprint and the article it became are shown once. Release dates are OpenAlex's: where a source gave only a month or a year, that is what is shown. How the lists are chosen.