A Semi-Automated System for Accurate Gaze Coding in Natural Dyadic Interactions
Type of publication: | Conference paper |
Citation: | FunesMora_ICMI_2013 |
Booktitle: | 15th ACM International Conference on Multimodal Interaction |
Year: | 2013 |
Month: | December |
Publisher: | ACM |
Location: | Sydney, Australia |
DOI: | 10.1145/2522848.2522884 |
Abstract: | In this paper we propose a system capable of accurately coding gazing events in natural dyadic interactions. Contrary to previous works, our approach exploits the actual continuous gaze direction of a participant by leveraging on remote RGB-D sensors and a head pose-independent gaze estimation method. Our contributions are: i) we propose a systemsetup built from low-cost sensors and a technique to easily calibrate these sensors in a room with minimal assumptions; ii) we propose a method which, provided short manual annotations, can automatically detect gazing events in the rest of the sequence; iii) we demonstrate on substantially long, natural dyadic data that high accuracy can be obtained, showing the potential of our system. Our approach is non-invasive and does not require collaboration from the interactors. These characteristics are highly valuable in psychology and sociology research. |
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Added by: | [UNK] |
Total mark: | 0 |
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