Abstract: An inspection apparatus according to one or more embodiments extracts an attention area from a target image using a first estimation model, performs a computational process with a second estimation model using the extracted attention area, and determines whether a target product has a defect based on a computational result from the second estimation model. The first estimation model is generated based on multiple first training images of defect-free products in a target environment. The second estimation model is generated based on multiple second training images of defects. The computational process with the second estimation model includes generating multiple feature maps with different dimensions by projecting the target image into different spaces with lower dimensions. The extracted attention area is integrated into at least one of the multiple feature maps in the computational process with the second estimation model.

Abstract: A gaze estimation apparatus according to one or more embodiments may estimate the gaze direction of a target person using calibration information including feature information about the gaze of the eyes of the target person looking in a predetermined direction and true value information indicating the true value for the predetermined direction, in addition to a target image including the eye(s) of the target person. The gaze estimation apparatus may thus estimate the gaze direction of the target person reflecting individual differences, and may allow estimation of the gaze direction of the target person with higher accuracy.

Abstract: A data processing device that performs data processing of monitoring a person, the data processing device includes: a calculator configured to calculate pupil movement and head movement of the person; an evaluator configured to evaluate a suitability degree of a situation in calculating vestibulo-ocular reflex movement based on the pupil movement and the head movement of the person; a provision unit configured to provide the suitability degree evaluated by the evaluator to data relating to the pupil movement and the head movement of the person calculated by the calculator; and a reflex movement calculator configured to calculate the vestibulo-ocular reflex movement of the person based on the data in consideration of the suitability degree.

Abstract: A data processing device that performs data processing of monitoring a person, the data processing device includes: a calculator configured to calculate pupil movement and head movement of the person; an evaluator configured to evaluate a suitability degree of a situation in calculating the VOR; a provision unit configured to provide the suitability degree evaluated by the evaluator to data calculated by the calculator; a selector configured to select a first technique of calculating the sleepiness based on the VOR of the person or a second technique different from the first technique based on the suitability degree provided to the data; a first sleepiness calculator configured to calculate the sleepiness based on the first technique when the selector selects the first technique; and a second sleepiness calculator configured to calculate the sleepiness based on the second technique when the selector selects the second technique.

Abstract: A data processing device that performs data processing of monitoring a person, the data processing device includes: a calculator configured to calculate pupil movement and head movement of the person; an evaluator configured to evaluate a suitability degree of a situation in calculating the VOR; a provision unit configured to provide the suitability degree evaluated by the evaluator to data calculated by the calculator; a selector configured to select a first technique of calculating the sleepiness based on the VOR of the person or a second technique different from the first technique based on the suitability degree provided to the data; a first sleepiness calculator configured to calculate the sleepiness based on the first technique when the selector selects the first technique; and a second sleepiness calculator configured to calculate the sleepiness based on the second technique when the selector selects the second technique.

Abstract: A data processing device that performs data processing of monitoring a person, the data processing device includes: a calculator configured to calculate pupil movement and head movement of the person; an evaluator configured to evaluate a suitability degree of a situation in calculating vestibulo-ocular reflex movement based on the pupil movement and the head movement of the person; a provision unit configured to provide the suitability degree evaluated by the evaluator to data relating to the pupil movement and the head movement of the person calculated by the calculator; and a reflex movement calculator configured to calculate the vestibulo-ocular reflex movement of the person based on the data in consideration of the suitability degree.