Electronic device, method for controlling electronic device, and program
An electronic device includes an encoder and a decoder. The encoder is configured to estimate an unknown value on the basis of first biological information including a line of sight of a subject extracted from an image of the subject, subject's attribute information representing an attribute of the subject, and subject's internal state information representing an internal state of the subject. The decoder is configured to estimate second biological information including the line of sight of the subject on the basis of the unknown value, the subject's attribute information, and the subject's internal state information. The electronic device adjusts parameters of the encoder and the decoder on the basis of reproducibility of the first biological information from the second biological information.
1 . An electronic device comprising:
an encoder configured to estimate an unknown value, based on first biological information including a line of sight of a subject extracted from an image of the subject, subject's attribute information representing an attribute of the subject, and a value assumed to be subject's internal state information representing an internal state of the subject;
a decoder configured to estimate second biological information including the line of sight of the subject, based on the unknown value, the subject's attribute information, and the value assumed to be the subject's internal state information; and
an estimator configured to assume a plurality of values to be the subject's internal state information, and estimate a value of the plurality of values to be the subject's internal state information, the value corresponding to the highest reproducibility of the first biological information from the second biological information.
2 . The electronic device according to claim 1 , wherein the electronic device outputs a predetermined alarm when a value of the plurality of values satisfies a predetermined condition, the value corresponding to the highest reproducibility of the first biological information from the second biological information.
3 . The electronic device according to claim 1 , wherein the subject's internal state information includes information representing a concentration level of the subject.
4 . The electronic device according to claim 3 , wherein the subject's internal state information includes information representing a concentration level of the subject during driving of a vehicle.
5 . The electronic device according to claim 1 , wherein the estimator performs estimation based on a degree of distribution deviation representing a degree to which a probability distribution followed by the unknown value estimated by the encoder deviates from a predetermined probability distribution.
6 . The electronic device according to claim 1 , wherein the subject's internal state information includes information representing an emotion or mood of the subject.
7 . The electronic device according to claim 1 , wherein
the electronic device outputs a predetermined alarm when a value of the plurality of values satisfies a predetermined condition, the value corresponding to the highest reproducibility of the first biological information from the second biological information;
the subject's internal state information includes information representing an emotion or mood of the subject; and
an alarm appropriate for the subject's emotion or mood is output as the predetermined alarm.
8 . The electronic device according to claim 1 , wherein the subject's attribute information includes a sex of the subject.
9 . The electronic device according to claim 1 , wherein the subject's attribute information includes an age or age category of the subject.
10 . The electronic device according to claim 1 , wherein the subject's attribute information is estimated based on the image of the subject.
11 . The electronic device according to claim 1 , wherein the subject's attribute information includes information predicting the line of sight of the subject.
12 . The electronic device according to claim 11 , wherein the information predicting the line of sight of the subject is information predicted from a scene image in front of the subject.
13 . A method for controlling an electronic device, the method comprising:
estimating an unknown value, based on first biological information including a line of sight of a subject extracted from an image of the subject, subject's attribute information representing an attribute of the subject, and a value assumed to be subject's internal state information representing an internal state of the subject;
estimating second biological information including the line of sight of the subject, based on the unknown value, the subject's attribute information, and the value assumed to be the subject's internal state information; and
assuming a plurality of values to be the subject's internal state information, and estimating a value of the plurality of values to be the subject's internal state information, the value corresponding to the highest reproducibility of the first biological information from the second biological information.
14 . The method for controlling an electronic device according to claim 13 , wherein the estimating the subject's internal state information is performed, based on a degree of distribution deviation representing a degree to which a probability distribution followed by the unknown value estimated in the estimating an unknown value deviates from a predetermined probability distribution.
15 . A non-transitory computer-readable recording medium storing computer program instructions, which when executed by an electronic device, cause the electronic device to execute:
estimating an unknown value, based on first biological information including a line of sight of a subject extracted from an image of the subject, subject's attribute information representing an attribute of the subject, and a value assumed to be subject's internal state information representing an internal state of the subject;
estimating second biological information including the line of sight of the subject, based on the unknown value, the subject's attribute information, and the value assumed to be the subject's internal state information; and
assuming a plurality of values to be the subject's internal state information, and estimating a value of the plurality of values to be the subject's internal state information, the value corresponding to the highest reproducibility of the first biological information from the second biological information.
16 . The program according to claim 15 , wherein the estimating the subject's internal state information is performed, based on a degree of distribution deviation representing a degree to which a probability distribution followed by the unknown value estimated in the estimating an unknown value deviates from a predetermined probability distribution.