The CP-QAE-I: A video dataset for exploring the effect of personality and culture on perceived quality and affect in multimedia

Perception of quality and affect are subjective, driven by a complex interplay between system and human factors. Is it, however, possible to model these factors to predict subjective perception? To pursue this question, broader collaboration is needed to sample all aspects of personality, culture, and other human factors. Thus, an appropriate dataset is needed to integrate such efforts. Here, the CP-QAE-I is proposed. This is a video dataset containing 144 video sequences based on 12 short movie clips. These vary by: frame rate; frame dimension; bit-rate; and affect. An evaluation by 76 participants drawn from the United Kingdom, Singapore, India, and China suggests adequate distinction between the video sequences in terms of perceived quality as well as positive and negative affect. Nationality also emerged as a significant predictor, supporting the rationale for further study. By sharing the dataset, this paper aims to promote work modeling human factors in multimedia perception.

[1]  Judith Redi,et al.  How passive image viewers became active multimedia users : new trends and recent advances in subjective assessment of quality of experience , 2015 .

[2]  I. Deary,et al.  Abnormal personality traits , 2003 .

[3]  Phuoc Tran-Gia,et al.  A Survey on Quality of Experience of HTTP Adaptive Streaming , 2015, IEEE Communications Surveys & Tutorials.

[4]  J. Xin,et al.  Analysis of cross‐cultural color emotion , 2007 .

[5]  George Ghinea,et al.  Perceived Multimedia Quality: The Impact of Device Characteristics , 2011, HCI.

[6]  Steven E. Scullen,et al.  Understanding the latent structure of job performance ratings. , 2000, The Journal of applied psychology.

[7]  Christian Timmerer,et al.  Investigating the impact of sensory effects on the Quality of Experience and emotional response in web videos , 2012, 2012 Fourth International Workshop on Quality of Multimedia Experience.

[8]  B. Manav Color‐emotion associations and color preferences: A case study for residences , 2007 .

[9]  George Ghinea,et al.  QoS impact on user perception and understanding of multimedia video clips , 1998, MULTIMEDIA '98.

[10]  Mansoor Hyder,et al.  Are QoE Requirements for Multimedia Services Different for Men and Women? Analysis of Gender Differences in Forming QoE in Virtual Acoustic Environments , 2012 .

[11]  A. Tellegen,et al.  PERSONALITY PROCESSES AND INDIVIDUAL DIFFERENCES An Alternative "Description of Personality": The Big-Five Factor Structure , 2022 .

[12]  George Ghinea,et al.  An approach towards mapping quality of perception to quality of service in multimedia communications , 1999, 1999 IEEE Third Workshop on Multimedia Signal Processing (Cat. No.99TH8451).

[13]  Stephen R. Gulliver,et al.  Defining user perception of distributed multimedia quality , 2006, TOMCCAP.

[14]  P. Philippot Inducing and assessing differentiated emotion-feeling states in the laboratory. , 1993, Cognition & emotion.

[15]  C. Ghinea,et al.  An Approach Towards Mapping Quality Of Perception To Quality Of Service In Multimedia Communications , 1999, 1999 IEEE Third Workshop on Multimedia Signal Processing (Cat. No.99TH8451).

[16]  J. Henrich,et al.  The weirdest people in the world? , 2010, Behavioral and Brain Sciences.

[17]  Michael Seufert,et al.  Crowdsourced Subjective User Study Results on QoE Inuence Factors of HTTP Adaptive Streaming , 2014 .

[18]  I. Deary,et al.  Personality traits, 2nd ed. , 2003 .

[19]  G. G. Stokes "J." , 1890, The New Yale Book of Quotations.

[20]  D. Kahneman,et al.  Duration neglect in retrospective evaluations of affective episodes. , 1993, Journal of personality and social psychology.

[21]  George Ghinea,et al.  The impact of cognitive styles on perceptual distributed multimedia quality , 2003, Br. J. Educ. Technol..

[22]  Weisi Lin,et al.  Personality Modeling Based Image Recommendation , 2015, MMM.

[23]  Markus Fiedler,et al.  A generic quantitative relationship between quality of experience and quality of service , 2010, IEEE Network.

[24]  Robert S. Stawski,et al.  Multilevel Analysis: An Introduction to Basic and Advanced Multilevel Modeling (2nd Edition) , 2013 .

[25]  J. Woods,et al.  IMPROVING QUALITY OF EXPERIENCE FOR MULTIMEDIA SERVICES BY QOS ARBITRATION ON A QOE FRAMEWORK , 2003 .

[26]  Manuela Pereira,et al.  Factors Influencing Quality of Experience , 2014, Quality of Experience.

[27]  Gert Jan Hofstede,et al.  Cultures and Organizations - Software of the Mind: Intercultural Cooperation and its Importance for Survival (3. ed.) , 2010 .

[28]  Richard N. Landers,et al.  An Inconvenient Truth: Arbitrary Distinctions Between Organizational, Mechanical Turk, and Other Convenience Samples , 2015, Industrial and Organizational Psychology.

[29]  Nicole Fassbinder Cultures And Organizations Software Of The Mind Intercultural Cooperation And Its Importance For Survival , 2016 .

[30]  S. Levinson,et al.  WEIRD languages have misled us, too , 2010, Behavioral and Brain Sciences.

[31]  Alexander Raake,et al.  Towards assigning value to multimedia QOE , 2011, 2011 Third International Workshop on Quality of Multimedia Experience.

[32]  J. Moran,et al.  Sensation and perception , 1980 .

[33]  W. Marsden I and J , 2012 .

[34]  Edward Cutrell,et al.  How bad is good enough?: exploring mobile video quality trade-offs for bandwidth-constrained consumers , 2012, NordiCHI.

[35]  Luc Martens,et al.  Linking an integrated framework with appropriate methods for measuring QoE , 2010, 2010 Second International Workshop on Quality of Multimedia Experience (QoMEX).

[36]  A. Schaefer,et al.  Please Scroll down for Article Cognition & Emotion Assessing the Effectiveness of a Large Database of Emotion-eliciting Films: a New Tool for Emotion Researchers , 2022 .

[37]  C. B. Colby The weirdest people in the world , 1973 .

[38]  Judith Redi,et al.  Beauty is in the scale of the beholder: Comparison of methodologies for the subjective assessment of image aesthetic appeal , 2014, 2014 Sixth International Workshop on Quality of Multimedia Experience (QoMEX).

[39]  Craig A. Smith,et al.  The structure of self-reports of emotional responses to film segments , 1982 .