Deception Detection and Remote Physiological Monitoring: A Dataset and Baseline Experimental Results
| العنوان: | Deception Detection and Remote Physiological Monitoring: A Dataset and Baseline Experimental Results |
|---|---|
| المؤلفون: | Patrick J. Flynn, Diane Wright, Kevin W. Bowyer, Adam Czajka, Jeremy Speth, Nathan Vance |
| المصدر: | IJCB |
| سنة النشر: | 2021 |
| مصطلحات موضوعية: | Application Context, FOS: Computer and information sciences, Interview, Computer science, Speech recognition, media_common.quotation_subject, Computer Vision and Pattern Recognition (cs.CV), Computer Science - Computer Vision and Pattern Recognition, Deception, Photoplethysmogram, Physiological monitoring, Blood oxygenation, Set (psychology), Baseline (configuration management), media_common |
| الوصف: | We present the Deception Detection and Physiological Monitoring (DDPM) dataset and initial baseline results on this dataset. Our application context is an interview scenario in which the interviewee attempts to deceive the interviewer on selected responses. The interviewee is recorded in RGB, near-infrared, and long-wave infrared, along with cardiac pulse, blood oxygenation, and audio. After collection, data were annotated for interviewer/interviewee, curated, ground-truthed, and organized into train / test parts for a set of canonical deception detection experiments. Baseline experiments found random accuracy for micro-expressions as an indicator of deception, but that saccades can give a statistically significant response. We also estimated subject heart rates from face videos (remotely) with a mean absolute error as low as 3.16 bpm. The database contains almost 13 hours of recordings of 70 subjects, and over 8 million visible-light, near-infrared, and thermal video frames, along with appropriate meta, audio and pulse oximeter data. To our knowledge, this is the only collection offering recordings of five modalities in an interview scenario that can be used in both deception detection and remote photoplethysmography research. The dataset will be available for download at https://cvrl.nd.edu/projects/data/#deception-detection-and-physiological-monitoringddpm |
| اللغة: | English |
| URL الوصول: | https://explore.openaire.eu/search/publication?articleId=doi_dedup___::41863581d93c481821778c4b4e641107 http://arxiv.org/abs/2106.06583 |
| حقوق: | OPEN |
| رقم الأكسشن: | edsair.doi.dedup.....41863581d93c481821778c4b4e641107 |
| قاعدة البيانات: | OpenAIRE |
| الوصف غير متاح. |