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Effectiveness Evaluation of Search and Target Acquisition Training Prototype Using Performance Metrics With Eye-Tracking Data
- Source :
- Military Psychology. 26:101-113
- Publication Year :
- 2014
- Publisher :
- Informa UK Limited, 2014.
-
Abstract
- Despite the increased use of sensor technologies, including unmanned vehicles, the vast majority of improvised explosive device (IED) detections are made by human vision. Thus, TRAC-Monterey developed a simulation-based training prototype called the perceptual learning trainer (PLT). Fourteen novice and 5 expert IED detectors participated in human-in-the-loop experiments in which all participants were trained using the PLT tool while their eye-movement and IED detection performance were tracked in real-time. A series of 100 IED images with various degrees of difficulty was used for the training session. Preand posttraining assessments were conducted. Both speed and accuracy improved after just 1 session of the PLT training: RT decreased by 3.7 s for novices (p .001) and 3.4 s for experts (p .031), and detection probability increased by 5.9% for novices (p .001). The PLT tool improved IED detection performance more in novice IED detectors than in experts. Novices and experts showed different visual scan patterns.
- Subjects :
- Trainer
Computer science
business.industry
Training (meteorology)
Experimental and Cognitive Psychology
Machine learning
computer.software_genre
Target acquisition
Session (web analytics)
Perceptual learning
Detection performance
Eye tracking
Artificial intelligence
business
computer
General Psychology
Social Sciences (miscellaneous)
Simulation
Subjects
Details
- ISSN :
- 15327876 and 08995605
- Volume :
- 26
- Database :
- OpenAIRE
- Journal :
- Military Psychology
- Accession number :
- edsair.doi...........3b0147ea0143f4904d6cfb33c53c6d77
- Full Text :
- https://doi.org/10.1037/mil0000037