Device, method, and computer program for estimating seat position
A device for estimating a seat position includes a processor configured to generate a mask image by masking a region representing a driver in a driver image representing the interior of a vehicle and generated by a camera while the driver is in the vehicle, generate one or more difference images based on the difference between the mask image and each of one or more reference images among which the position of a driver's seat differs, determine an individual estimate of the position of the driver's seat for each of the one or more difference images by inputting each of the difference images into a classifier, and calculate a statistically representative value of the individual estimates determined for the respective difference images as an estimate of the position of the driver's seat.
1 . A device for estimating a seat position, comprising:
a memory configured to store one or more reference images representing the interior of a vehicle where a driver's seat of the vehicle is at a predetermined position that differs among the one or more reference images; and
a processor configured to:
identify a region representing a driver in a driver image generated while the driver is in the vehicle by a camera provided to take pictures of the interior of the vehicle,
generate a mask image by masking the identified region,
generate one or more difference images based on the difference between the mask image and each of the one or more reference images,
determine an individual estimate of the position of the driver's seat for each of the one or more difference images by inputting each of the difference images into a classifier which has been trained to estimate the position of the driver's seat, and
calculate a statistically representative value of the individual estimates for the one or more difference images as an estimate of the position of the driver's seat.
2 . The device according to claim 1 , wherein a tolerable range of the position of the driver's seat is set for each of the one or more reference images, and
the processor calculates a statistically representative value of individual estimates included in the respective tolerable ranges of the reference images corresponding to the difference images among the individual estimates of the position of the driver's seat determined for the one or more difference images, as the estimate of the position of the driver's seat.
3 . The device according to claim 1 , wherein the processor generates an edge mask image by applying an edge detection filter to the mask image, and generates the one or more difference images based on the difference between the edge mask image and each of one or more edge reference images obtained by applying the edge detection filter to the one or more reference images.
4 . The device according to claim 1 , wherein the one or more reference images further represent steering of the vehicle whose position differs among the reference images, and
the processor is further configured to determine an individual estimate of the position of the steering for each of the one or more difference images by inputting each of the difference images into a second classifier which has been trained to estimate the position of the steering, and calculate a statistically representative value of the individual estimates of the position of the steering for the one or more difference images as an estimate of the position of the steering.
5 . A method for estimating a seat position, comprising:
identifying a region representing a driver in a driver image generated while the driver is in a vehicle by a camera provided to take pictures of the interior of the vehicle;
generating a mask image by masking the identified region;
generating one or more difference images based on the difference between the mask image and each of one or more reference images representing the interior of the vehicle where a driver's seat of the vehicle is at a predetermined position that differs among the one or more reference images;
determining an individual estimate of the position of the driver's seat for each of the one or more difference images by inputting each of the difference images into a classifier that has been trained to estimate the position of the driver's seat; and
calculating a statistically representative value of the individual estimates for the one or more difference images as an estimate of the position of the driver's seat.
6 . A non-transitory recording medium that stores a computer program for estimating a seat position, the computer program causing a processor mounted on a vehicle to execute a process comprising:
identifying a region representing a driver in a driver image generated while the driver is in the vehicle by a camera provided to take pictures of the interior of the vehicle;
generating a mask image by masking the identified region;
generating one or more difference images based on the difference between the mask image and each of one or more reference images representing the interior of the vehicle where a driver's seat of the vehicle is at a predetermined position that differs among the one or more reference images;
determining an individual estimate of the position of the driver's seat for each of the one or more difference images by inputting each of the difference images into a classifier that has been trained to estimate the position of the driver's seat; and
calculating a statistically representative value of the individual estimates for the one or more difference images as an estimate of the position of the driver's seat.