Face authentication apparatus
A face authentication apparatus includes a face image acquisition unit that acquires a face image of an authentication target, a collation unit that performs face authentication by calculating similarity between face information of the face image of the authentication target and reference face image of each registered user and comparing the similarity with a threshold, a prediction unit that predicts a change in the similarity on the basis of similarity history on authentication success, and a threshold change unit that changes the threshold on the basis of the prediction result.
1. A face authentication apparatus comprising:
a memory containing program instructions; and
a processor coupled to the memory, wherein the processor is configured to execute the program instructions to:
acquire a face image of an authentication target;
perform face authentication by calculating similarity between face information based on the face image of the authentication target and reference face information of each registered user and comparing the similarity with a threshold;
predict a change in the similarity on a basis of a similarity history on authentication success; and
change the threshold on a basis of a result of the prediction,
wherein
the predicting includes classifying similarity values in the similarity history on the authentication success of a plurality of registered users into a plurality of groups on a basis of authentication time, calculating an average similarity value on the authentication success of the registered users for each of the groups, and generating an approximation function representing a change in the similarity as a function of time with use of the average similarity value, thereby predicting a change in the average similarity value.
2. The face authentication apparatus according to claim 1 ,
wherein
the predicting includes predicting the change in the similarity by generating an approximation function representing the change in the similarity as a function of time with use of the similarity history on the authentication success.
3. The face authentication apparatus according to claim 1 , wherein
the changing the threshold includes changing the threshold on a basis of a prediction result of the change in the average similarity value.
4. A face authentication method comprising:
acquiring a face image of an authentication target;
performing face authentication by calculating similarity between face information based on the face image of the authentication target and reference face information of each registered user and comparing the similarity with a threshold;
predicting a change in the similarity on a basis of a similarity history on authentication success; and
changing the threshold on a basis of a result of the prediction,
wherein
the predicting includes classifying similarity values in the similarity history on the authentication success of a plurality of registered users into a plurality of groups on a basis of authentication time, calculating an average similarity value on the authentication success of the registered users for each of the groups, generating an approximation function representing a change in the similarity as a function of time with use of the average similarity value, thereby predicting a change in the average similarity value.
5. The face authentication method according to claim 4 ,
wherein
the predicting includes predicting the change in the similarity by generating an approximation function representing the change in the similarity as a function of time with use of the similarity history on the authentication success.
6. The face authentication method according to claim 4 , wherein
the changing includes changing the threshold on a basis of a prediction result of the change in the average similarity value.
7. A non-transitory computer-readable medium storing a program comprising instructions for causing a computer, including a processor and a memory, to perform processing to:
acquire a face image of an authentication target;
perform face authentication by calculating similarity between face information based on the face image of the authentication target and reference face information of each registered user and comparing the similarity with a threshold;
predict a change in the similarity on a basis of a similarity history on authentication success; and
change the threshold on a basis of a result of the prediction,
wherein
the predicting includes classifying similarity values in the similarity history on the authentication success of a plurality of registered users into a plurality of groups on a basis of authentication time, calculating an average similarity value on the authentication success of the registered users for each of the groups, generating an approximation function representing a change in the similarity as a function of time with use of the average similarity value, thereby predicting a change in the average similarity value.