We present a system for covert automated deception detection in real-life courtroom trial videos. We study the importance of different modalities like vision, audio and text for this task. On the vision side, our system uses classifiers trained on low level video featur... View more
Bond Jr, C. F., and DePaulo, B. M. 2006. Accuracy of deception judgments. Personality and social psychology Review 10(3):214-234.
Buddharaju, P.; Dowdall, J.; Tsiamyrtzis, P.; Shastri, D.; Pavlidis, I.; and Frank, M. 2005. Automatic thermal monitoring system (athemos) for deception detection. In Computer Vision and Pattern Recognition, 2005. CVPR 2005.
IEEE Computer Society Conference on, volume 2, 1179- vol. IEEE.
2006. Support vector machines using gmm supervectors for speaker verification. IEEE signal processing letters 13(5):308-311.
Chang, C.-C., and Lin, C.-J. 2011. Libsvm: a library for support vector machines. ACM transactions on intelligent systems and technology (TIST) 2(3):27.
Dalal, N.; Triggs, B.; and Schmid, C. 2006. Human detection using oriented histograms of flow and appearance. In European conference on computer vision, 428-441.
Davis, S., and Mermelstein, P. 1980. Comparison of parametric representations for monosyllabic word recognition in continuously spoken sentences. IEEE transactions on acoustics, speech, and signal processing 28(4):357-366.
DePaulo, B. M.; Lindsay, J. J.; Malone, B. E.; Muhlenbruck, L.; Charlton, K.; and Cooper, H. 2003. Cues to deception.
Psychological bulletin 129(1):74.
Duran, N. D.; Dale, R.; Kello, C. T.; Street, C. N.; and Richardson, D. C. 2013. Exploring the movement dynamics of deception. Frontiers in psychology 4.