?
Overview of the Advancements in Automatic Emotion Recognition: Comparative Performance of Commercial Algorithms
PsyArXiv
,
2019.
Mariya Malygina, Artemyev M., Belyaev A., Perepelkina O.
In press
In the recent years facial emotion recognition algorithms have evolved and in some cases top commercial algorithms detect emotions like happiness better than humans do. To evaluate the performance of these algorithms, the common practice is to compare them with human-labeled ground truth. This article covers monitoring of the advancements in automatic emotion recognition solutions, and here we suggest an additional criteria for their evaluation, that is the agreement between algorithms’ predictions. In this work, we compare the performance of four commercial algorithms: Affectiva Affdex, Microsoft Cognitive Services Face module Emotion Recognition, Amazon Rekognition Face Analysis, and Neurodata Lab Emotion Recognition on three datasets AFEW, RAVDESS, and SAVEE, that differ in terms of control over conditions of data acquisition. We assume that the consistency among algorithms’ predictions indicates the reliability of the predicted emotion. Overall results show that the algorithms with higher accuracy and f1-scores that were obtained for human-labeled ground truth (Microsoft’s, Neurodata Lab’s, and Amazon’s), showed higher agreement between their predictions. Agreement among algorithms’ predictions is a promising criteria in terms of further exploring the option to replace human data labeling with automatic annotation.
Polikanova I., Якушина А. А., Леонов С. В. et al., / Preprints (MDPI). Series Behavioral sciences "Applied psychology". 2021. No. 2021030776.
The efficiency of performance in various sports has the development of certain specific skills at its core. In ice hockey, both the technical aspects (techniques, stance) and the cognitive ones (keeping attention on the puck, game strategy, etc.) are highly important. This study is aimed at the identification of specific features that determine the performance ...
Added: July 30, 2021
Korotayev A., de Munck V., Cross - Cultural Research 2007 Vol. 41 P. 307-335
This article hypothesizes that in societies where spouses are considered to have relatively equal status, they are more likely to be intimate with one another than in societies where there is spousal status inequality. The authors ask: What are the core attributes of intimacy between husband and wife cross-culturally? And what sociocultural norms and practices are ...
Added: March 8, 2013
Podolskiy O., Popov D., Rylko E., М. : Издательский дом НИУ ВШЭ, 2014
Данный отчет представляет собой подробный анализ результатов первого в Российской Федера ции международного исследования компетенций взрослого населения — PIAAC (Programme for the
International Assessment of Adult Competencies). Представленное исследование направлено на оцен ку грамотности чтения, математической грамотности и навыков решения задач в техноло гически насыщенной среде. Эти компетенции выделяются в качестве ключевых для взрослого на селения в привязке к социально-экономическим ...
Added: October 3, 2016
Boca Raton : Chapman-Hall/ Taylor and Francis Group, 2011
Added: September 24, 2014
Sysoeva T., Айрапетян Е. А., Психологические исследования: электронный научный журнал 2023 Т. 16 № 92 Статья 1
The current study is aimed to investigate the differences in emotion recognition among representatives of Armenian and Russian cultures. A preliminary study demonstrated that Armenians, unlike Russians, tend to control the expression of anger towards in-group members in greater extent. One hypothesis explaining the cultural influence on emotion recognition suggests that expression norms, which require ...
Added: January 29, 2024
Bogolyubova O., Panicheva P., Tikhonov R. et al., Computers in Human Behavior 2018 Vol. 78 P. 151-159
*Реализация соц. сети Facebook запрещена на территории России по основаниям осуществления экстремистской деятельности.
The goal of this paper was to assess the connection between dark personality traits and engagement in harmful online behaviors in a sample of Russian Facebook users, and to describe the language they use in online communication. A total of 6724 individuals participated ...
Added: February 18, 2019
Switzerland : Springer, 2016
This book presents cutting-edge research focused on current challenges towards the realization of Biologically Inspired intelligent agents, or Cognitive Architectures (BICA). The chapters are written by both world-recognized experts (including Antonio Chella, Olivier Georgeon, Oliver Kutz, Antonio Lieto, David Vernon, Paul Verschure, and others) and young researchers. Together, they constitute a good mixture of new ...
Added: April 19, 2016
Боброва Е. В., Решетникова В. В., Volkova K. et al., Журнал высшей нервной деятельности им. И.П. Павлова 2017 Т. 67 № 4 С. 485-492
Исследовали обучение управлению системой “Интерфейс мозг-компьютер” (ИМК) с помощью специально разработанного тренинга. Тренинг включал осуществление медленных циклических движений правой и левой рукой (длительность каждого движения соответствовала длительности представлений движений руки при работе с ИМК), представление этих движений, а также спокойное сидение до начала движений. До проведения тренинга и после него осуществлялось управление ИМК. По тесту ...
Added: October 20, 2017
Tsaregorodtsev A. V., Мухин И. Н., Некраха А. В., Информация и безопасность 2015 Т. 18 № 3 С. 396-399
The article deals with methods of filtering information in the information-psychological influence on social groups through different forms of media, in particular the problem of methods for assessment of texts as a tool to counteract and filtering of negative information. ...
Added: March 15, 2016
Krasovskaya S., Zhulikov G., MacInnes W., / Издательский дом НИУ ВШЭ. Series WP BRP "PSYCHOLOGY". 2018. No. 93/PSY/2018.
Approximately twenty years ago, Laurent Itti and Christof Koch created a model of saliency in visual attention in an attempt to recreate the work of biological pyramidal neurons by mimicking neurons with centre-surround receptive fields. The Saliency Model has launched many studies that contributed to the understanding of layers of vision and the sphere of ...
Added: October 15, 2018
Рябинин К. В., Белоусов К. И., Чуприна С. И. et al., Научная визуализация 2018 Т. 10 № 4 С. 82-99
The paper is devoted to the usage of the visual analytics methods and means for systematiс exploration of the results of a multi-parameter data of social Web-based service users. These data include language characteristics of the users’ comments and posts obtained from the social services they use, as well as psychological and social characteristics obtained ...
Added: November 13, 2018
Avdeeva S., Rudnev M., Vasin G. et al., Вопросы образования 2017 № 4 С. 104-132
The study describes the Information and Communication Literacy Test (the ICL Test), an instrument to measure information and communication technology competence in middle school students (grades 7–9). An overview of the existing instruments proves that there are no other ICT competence assessment instruments applicable to Russian students today. The assessment was constructed using an innovative systematic approach ...
Added: September 3, 2018
Oxford University Press, 2016
Added: October 18, 2016
Rudchenko A., Ярополов В. И., Дедков Д. К., Звездный городок : Центр подготовки космонавтов им. Ю.А. Гагарина, 1998
Added: May 30, 2013
Nicol R., Chapman S., Vertes P. et al., Journal of Neurophysiology (США) 2012 Vol. 107 No. 5 P. 1421-1430
How do human brain networks react to dynamic changes in the sensory environment? We measured rapid changes in brain network organization in response to brief, discrete, salient auditory stimuli. We estimated network topology and distance parameters in the immediate central response period, <1 s following auditory presentation of standard tones interspersed with occasional deviant tones ...
Added: October 23, 2014
Yasnitsky L., Ваулева С. В., Сафонова Д. Н. et al., Всероссийский криминологический журнал 2015 Т. 9 № 3 С. 423-430
Modern criminalists do not share a common opinion regarding the choice of parameters which could be used to work out a system of characteristics to differentiate a maniac killer from an ordinary person. This hinders the development of efficient software for investigation purposes. The paper describes the experience of developing a neural network that can ...
Added: October 1, 2015
Poddiakov A., Integrative Psychological and Behavioral Science 2019 Vol. 53 No. 2 P. 199-206
In the commentary to Jens Mammen’s book A New Logical Foundation for Psychology (2017), three issues are discussed. The first one concerns possible interrelations of: (a) others’ irreplaceability and existential irretrievability rigorously proved by Mammen; and (b) morality and attitudes to the others. Lem’s criticism of Heidegger’s existential philosophy, which paradoxically ignores mass homicide, is ...
Added: November 27, 2018
Kwon T., Li Y., Sawada T. et al., Vision Research 2016 Vol. 126 P. 264-277
This study, which was influenced a lot by Gestalt ideas, extends our prior work on the role of a priori constraints in the veridical perception of 3D shapes to the perception of 3D scenes. Our experiments tested how human sub-jects perceive the layout of a naturally-illuminated indoor scene that contains common symmetrical 3D objects standing ...
Added: September 15, 2015
Panov A. I., Osipov G., Chudova N., Journal of Computer and Systems Sciences International 2014 Vol. 53 No. 4 P. 517-529
Functions that are referred in psychology as functions of consciousness are considered. These functions include reflection, consciousness of activity motivation, goal setting, synthesis of goal oriented behavior, and some others. The description is based on the concept of sign, which is widely used in psychology and, in particular, in the cultural–historical theory by Vygotsky, in ...
Added: November 20, 2015
Pizlo Z., Li Y., Sawada T. et al., NY : Oxford University Press, 2014
Added: September 23, 2014
Hyafil A., Fontolan L., Kabdebon C. et al., eLife 2015 No. 4 P. 1-45
Many environmental stimuli present a quasi-rhythmic structure at different timescales that the brain needs to decompose and integrate. Cortical oscillations have been proposed as instruments of sensory de-multiplexing, i.e., the parallel processing of different frequency streams in sensory signals. Yet their causal role in such a process has never been demonstrated. Here, we used a ...
Added: July 15, 2015
Volkova K., Dagaev N., Киселёв А. С. et al., Журнал высшей нервной деятельности им. И.П. Павлова 2017 Т. 67 № 4 С. 504-520
Brain-computer interfaces find application in a number of different areas and have the potential to be used for research as well as for practical purposes. The clinical use of BCI includes current studies on neurorehabilitation ([Frolov et al., 2013; Ang et al., 2010]), and there is the prospect of using BCI to restore movement and ...
Added: October 19, 2017
Bogachyov K., Чаусов Д. Н., Петухов И. В. et al., Вестник Московского государственного областного университета 2014 № 2 С. 80-86
Abstract. In this paper, implemented in hardware-software system to evaluate the health and efficiency of the monotonic operator activity of visual-motor tracking a moving object. New data on the mechanisms of fatigue in the human operator tracking process using electronic displays. Health is a generalized graph operator depending on the time of work. ...
Added: November 13, 2014
Холенштайн Э., Логос 2007 Т. 63 № 6 С. 176-196
В статье предпринимается попытка применить феноменологическуюй психологию Эдмунда Гуссерля к разрешению проблемы соотношения естественного и искусственного интеллекта. ...
Added: July 7, 2015