Image processing apparatus, image processing method, and non-transitory computer readable medium storing image processing program
An image processing apparatus ( 10 ) according to the present disclosure includes: a skeleton detection unit ( 11 ) configured to detect two-dimensional skeleton structures of a plurality of persons based on an acquired two-dimensional image; a feature calculation unit ( 12 ) configured to calculate features of the plurality of two-dimensional skeleton structures that have been detected by the skeleton detection unit ( 11 ); and a recognition unit ( 13 ) configured to perform processing of recognizing states of the plurality of persons based on a degree of similarity among the plurality of features that have been calculated by the feature calculation unit ( 12 ).
1. An image processing apparatus comprising:
at least one memory storing instructions, and
at least one processor configured to execute the instructions stored in the at least one memory to:
detect two-dimensional skeleton structures of a plurality of persons based on an acquired two-dimensional image;
calculate features of the plurality of two-dimensional skeleton structures that have been detected;
perform processing of recognizing states of the plurality of persons based on a degree of similarity among the plurality of features that have been calculated;
classify the states of the plurality of persons as the recognition processing; and
classify two-dimensional skeleton structures in which the right side and the left side of a person are opposite from each other as one state.
2. The image processing apparatus according to claim 1 , wherein the at least one processor is further configured to execute the instructions stored in the at least one memory to classify the states of the plurality of persons based on all or some of the features of the two-dimensional skeleton structures.
3. The image processing apparatus according to claim 1 , wherein the at least one processor is further configured to execute the instructions stored in the at least one memory to classify the states of the plurality of persons based on a feature of a first part of the two-dimensional skeleton structure and a feature of a second part of the two-dimensional skeleton structure.
4. The image processing apparatus according to claim 1 , wherein
the at least one processor is further configured to execute the instructions stored in the at least one memory to:
detect two-dimensional skeleton structures of the plurality of persons from a plurality of two-dimensional images that are continuous in time series, and
classify the states of the plurality of persons based on the features of the two-dimensional skeleton structures detected from the plurality of two-dimensional images.
5. The image processing apparatus according to claim 4 , wherein the at least one processor is further configured to execute the instructions stored in the at least one memory to classify the states of the plurality of persons based on changes in the features of the two-dimensional skeleton structures in the plurality of two-dimensional images.
6. The image processing apparatus according to claim 1 , wherein the at least one processor is further configured to execute the instructions stored in the at least one memory to display results of classification of the states of the plurality of persons in accordance with the degree of similarity.
7. The image processing apparatus according to claim 6 , wherein the at least one processor is further configured to execute the instructions stored in the at least one memory to retrieve a state of a person selected from the displayed results of classification from the states of the plurality of persons.
8. The image processing apparatus according to claim 1 , wherein the at least one processor is further configured to execute the instructions stored in the at least one memory to retrieve, as the recognition processing, a query state from the states of the plurality of persons.
9. The image processing apparatus according to claim 8 , wherein the at least one processor is further configured to execute the instructions stored in the at least one memory to retrieve the query state based on all or some of the features of the two-dimensional skeleton structures.
10. The image processing apparatus according to claim 8 , wherein the at least one processor is further configured to execute the instructions stored in the at least one memory to retrieve the query state based on a feature of a first part of the two-dimensional skeleton structure and a feature of a second part of the two-dimensional skeleton structure.
11. The image processing apparatus according to claim 10 , wherein the at least one processor is further configured to execute the instructions stored in the at least one memory to retrieve the query state based on a weight of the feature of the first part and a weight of the feature of the second part.
12. The image processing apparatus according to claim 8 , wherein
the at least one processor is further configured to execute the instructions stored in the at least one memory to detect two-dimensional skeleton structures of the plurality of persons from a plurality of two-dimensional images that are continuous in time series, and
retrieve the query state based on the features of the two-dimensional skeleton structures detected from the plurality of two-dimensional images.
13. The image processing apparatus according to claim 12 , wherein the at least one processor is further configured to execute the instructions stored in the at least one memory to retrieve the query state based on changes in the features of the two-dimensional skeleton structures in the plurality of two-dimensional images.
14. The image processing apparatus according to claim 8 , wherein the at least one processor is further configured to execute the instructions stored in the at least one memory to retrieve two-dimensional skeleton structures in which the right side and the left side of a person are opposite from each other as one state.
15. The image processing apparatus according to claim 8 , wherein the at least one processor is further configured to execute the instructions stored in the at least one memory to display results of retrieval of the states of the plurality of persons in accordance with the degree of similarity.
16. The image processing apparatus according to claim 1 , wherein the feature is a feature of only a height direction of the person.
17. An image processing method performed by a computer and comprising:
detecting two-dimensional skeleton structures of a plurality of persons based on an acquired two-dimensional image;
calculating features of the plurality of two-dimensional skeleton structures that have been detected;
performing processing of recognizing states of the plurality of persons based on a degree of similarity among the plurality of features that have been calculated;
classifying the states of the plurality of persons as the recognition processing; and
classifying two-dimensional skeleton structures in which the right side and the left side of a person are opposite from each other as one state.
18. A non-transitory computer readable medium storing an image processing program executable by a computer to perform processing comprising:
detecting two-dimensional skeleton structures of a plurality of persons based on an acquired two-dimensional image;
calculating features of the plurality of two-dimensional skeleton structures that have been detected;
performing processing of recognizing states of the plurality of persons based on a degree of similarity among the plurality of features that have been calculated;
classifying the states of the plurality of persons as the recognition processing; and
classifying two-dimensional skeleton structures in which the right side and the left side of a person are opposite from each other as one state.