ChaLearn LAP 2016: First Round Challenge on First Impressions - Dataset and Results

作者: Víctor Ponce-López , Baiyu Chen , Marc Oliu , Ciprian Corneanu , Albert Clapés

DOI: 10.1007/978-3-319-49409-8_32

关键词:

摘要: This paper summarizes the ChaLearn Looking at People 2016 First Impressions challenge data and results obtained by teams in first round of competition. The goal competition was to automatically evaluate five “apparent” personality traits (the so-called “Big Five”) from videos subjects speaking front a camera, using human judgment. In this edition challenge, novel set consisting 10,000 shorts clips YouTube has been made publicly available. ground truth for workers Amazon Mechanical Turk (AMT). To alleviate calibration problems between workers, we used pairwise comparisons videos, variable levels were reconstructed fitting Bradley-Terry-Luce model with maximum likelihood. CodaLab open source platform submission predictions scoring. attracted, over period 2 months, 84 participants who are grouped several teams. Nine entered final phase. Despite difficulty task, great advances challenge.

参考文章(43)
Isabelle Guyon, V. Athitsos, P. Jangyodsuk, H. J. Escalante, B. Hamner, Results and Analysis of the ChaLearn Gesture Challenge 2012 Advances in Depth Image Analysis and Applications. pp. 186- 204 ,(2013) , 10.1007/978-3-642-40303-3_19
Jordi Gonzàlez, Miguel A. Bautista, Meysam Madadi, Miguel Reyes, Víctor Ponce-López, Hugo J. Escalante, Jamie Shotton, Isabelle Guyon, Sergio Escalera, Xavier Baró, Chalearn looking at people challenge 2014: Dataset and results european conference on computer vision. pp. 459- 473 ,(2014) , 10.1007/978-3-319-16178-5_32
Andrew S.I.D. Lang, Joshua Rio-Ross, Using Amazon Mechanical Turk to Transcribe Historical Handwritten Documents Code4Lib Journal. ,vol. 1, ,(2011)
Mojtaba Khomami Abadi, Juan Abdon Miranda Correa, Julia Wache, Heng Yang, Ioannis Patras, Nicu Sebe, Inference of personality traits and affect schedule by analysis of spontaneous reactions to affective videos ieee international conference on automatic face gesture recognition. ,vol. 1, pp. 1- 8 ,(2015) , 10.1109/FG.2015.7163100
Nalini Ambady, Frank J. Bernieri, Jennifer A. Richeson, Toward a histology of social behavior: Judgmental accuracy from thin slices of the behavioral stream Advances in Experimental Social Psychology Volume 32. ,vol. 32, pp. 201- 271 ,(2000) , 10.1016/S0065-2601(00)80006-4
Víctor Ponce-López, Sergio Escalera, Marc Pérez, Oriol Janés, Xavier Baró, Non-verbal communication analysis in Victim-Offender Mediations Pattern Recognition Letters. ,vol. 67, pp. 19- 27 ,(2015) , 10.1016/J.PATREC.2015.07.040
Xavier Baro, Jordi Gonzalez, Junior Fabian, Miguel A. Bautista, Marc Oliu, Hugo Jair Escalante, Isabelle Guyon, Sergio Escalera, ChaLearn Looking at People 2015 challenges: Action spotting and cultural event recognition computer vision and pattern recognition. pp. 1- 9 ,(2015) , 10.1109/CVPRW.2015.7301329
Nadia Mana, Bruno Lepri, Paul Chippendale, Alessandro Cappelletti, Fabio Pianesi, Piergiorgio Svaizer, Massimo Zancanaro, Multimodal corpus of multi-party meetings for automatic social behavior analysis and personality traits detection The Medical Roundtable. pp. 9- 14 ,(2007) , 10.1145/1330588.1330590
Diane S. Berry, Taking People at Face Value: Evidence for the Kernel of Truth Hypothesis Social Cognition. ,vol. 8, pp. 343- 361 ,(1990) , 10.1521/SOCO.1990.8.4.343
Allen I. Huffcutt, James M. Conway, Philip L. Roth, Nancy J. Stone, Identification and meta-analytic assessment of psychological constructs measured in employment interviews. Journal of Applied Psychology. ,vol. 86, pp. 897- 913 ,(2001) , 10.1037/0021-9010.86.5.897