Information processing apparatus and information processing method
Provided is an information processing apparatus including: an output control unit that controls display of information regarding an erroneous recognition target different from a predetermined recognition target, the erroneous recognition target being specified as having a possibility of erroneous recognition on the basis of a result of recognition processing on at least one piece of specifying data by a recognizer generated for recognizing the predetermined recognition target and a result of clustering processing on a target recognized by the recognition processing. The recognizer is generated by learning based on at least one piece of learning data. The at least one piece of learning data includes the predetermined recognition target and is data in substantially the same context. The specifying data is data in substantially the same context as the context of the at least one piece of learning data.
1. An information processing apparatus, comprising:
an erroneous recognition target specifying unit configured to specify an erroneous recognition target as having a possibility of erroneous recognition based on a result of recognition processing on at least one piece of specifying data by a recognizer and a result of clustering processing on a target recognized by the recognition processing, wherein
the recognizer is generated to recognize a specific recognition target,
the recognizer is generated by learning based on at least one piece of learning data,
the at least one piece of learning data includes the specific recognition target and is data in substantially the same context, and
the specifying data is data in substantially the same context as the context of the at least one piece of learning data; and
control display of information regarding the erroneous recognition target specified by the erroneous recognition target specifying unit, wherein the erroneous recognition target is different from the specific recognition target.
2. The information processing apparatus according to claim 1 , wherein
the information regarding the erroneous recognition target is notification information to notify the erroneous recognition target, and
an output control unit is further configured to control display of the notification information.
3. The information processing apparatus according to claim 1 , wherein
the information regarding the erroneous recognition target is information indicating an evaluation of the recognition processing on the erroneous recognition target, and
the output control unit is further configured to control display of the information indicating the evaluation.
4. The information processing apparatus according to claim 1 , wherein
the output control unit is further configured to control display of information indicating the context of the at least one piece of learning data.
5. The information processing apparatus according to claim 4 , wherein
the output control unit is further configured to control display of additional information regarding the context of the at least one piece of learning data.
6. The information processing apparatus according to claim 1 , wherein
the information regarding the erroneous recognition target is information regarding confirmation as to whether the erroneous recognition target is the erroneously recognized target, and
the output control unit is further configured to control display of the information regarding the confirmation.
7. The information processing apparatus according to claim 1 , wherein
the output control unit is further configured to control display of information regarding expansion of the at least one piece of learning data.
8. The information processing apparatus according to claim 7 , further comprising
an expansion support unit configured to control an expansion processing of the at least one piece of learning data, based on a result of specifying the erroneous recognition target by the erroneous recognition target specifying unit.
9. The information processing apparatus according to claim 8 , wherein
the information regarding the erroneous recognition target is information regarding confirmation as to whether the erroneous recognition target is the erroneously recognized target,
the output control unit is further configured to control display of the information regarding the confirmation, and
the expansion support unit is further configured to control the expansion processing of the at least one piece of learning data, based on feedback to the information regarding the confirmation.
10. The information processing apparatus according to claim 9 , wherein
the expansion support unit is further configured to perform control to expand the specifying data including the erroneous recognition target as the at least one piece of learning data.
11. The information processing apparatus according to claim 8 , wherein
the specifying data is data acquired from a specifying data set based on the context of the at least one piece of learning data.
12. The information processing apparatus according to claim 11 , wherein
the expansion support unit is further configured to control the expansion processing of the at least one piece of learning data, based on update of the specifying data set.
13. The information processing apparatus according to claim 12 , wherein
the output control unit is further configured to control display of information indicating the update of the specifying data set, and
the expansion support unit is further configured to control the expansion processing of the at least one piece of learning data, based on feedback to the information indicating the update.
14. The information processing apparatus according to claim 12 , wherein
the output control unit is further configured to control display of information indicating a change in recognition accuracy of the recognizer due to the update of the specifying data set.
15. The information processing apparatus according to claim 1 , further comprising
a data classifying unit configured to execute the clustering processing on the target recognized by the recognition processing and classifies the recognized target into any one of a plurality of clusters,
wherein the erroneous recognition target specifying unit is further configured to specify the erroneous recognition target, based on the result of the recognition processing and a result of classification of the target into the plurality of clusters by the data classifying unit.
16. The information processing apparatus according to claim 15 , wherein
the erroneous recognition target specifying unit is further configured to specify a target corresponding to a cluster other than a cluster having the highest accuracy in the recognition processing, which has higher accuracy in the recognition processing than the other clusters, among the plurality of clusters, as the erroneous recognition target.
17. The information processing apparatus according to claim 1 , further comprising
a context recognition unit configured to recognize the context of the at least one piece of learning data.
18. An information processing method, comprising:
specifying an erroneous recognition target as having a possibility of erroneous recognition based on a result of recognition processing on at least one piece of specifying data by a recognizer and a result of clustering processing on a target recognized by the recognition processing, wherein
the recognizer is generated to recognize a specific recognition target,
the recognizer is generated by learning based on at least one piece of learning data,
the at least one piece of learning data includes the specific recognition target and is data in substantially the same context, and
the specifying data is data in substantially the same context as the context of the at least one piece of learning data; and
controlling display of information regarding the erroneous recognition target specified by the erroneous recognition target specifying unit, wherein the erroneous recognition target is different from the specific recognition target.
19. A non-transitory computer readable medium having stored thereon computer-executable instructions, which when executed by a computer, cause the computer to execute operations, the operations comprising:
specifying an erroneous recognition target as having a possibility of erroneous recognition based on a result of recognition processing on at least one piece of specifying data by a recognizer and a result of clustering processing on a target recognized by the recognition processing, wherein
the recognizer is generated to recognize a specific recognition target,
the recognizer is generated by learning based on at least one piece of learning data,
the at least one piece of learning data includes the specific recognition target and is data in substantially the same context, and
the specifying data is data in substantially the same context as the context of the at least one piece of learning data; and
controlling display of information regarding the erroneous recognition target specified by the erroneous recognition target specifying unit, wherein the erroneous recognition target is different from the specific recognition target.