Calibration method and calibration apparatus
A calibration method of calibrating, using a processor, parameters of a plurality of imaging apparatuses that capture a common three-dimensional space, includes: obtaining images captured by the plurality of imaging apparatuses; obtaining the parameters of the plurality of imaging apparatuses; for each of the images, generating at least one search window to extract a plurality of feature points of the image using the parameters; for each of the images, extracting the plurality of feature points from an inside of the at least one search window; performing feature point matching between the images using the plurality of feature points; and calibrating the parameters based on a plurality of matching results obtained.
1 . A calibration method of calibrating, using a processor, parameters of a plurality of imaging apparatuses that capture a common three-dimensional space, the calibration method comprising:
obtaining images captured by the plurality of imaging apparatuses;
obtaining the parameters of the plurality of imaging apparatuses;
for each of the images obtained, generating at least one search window using the parameter of one of the plurality of imaging apparatuses that has obtained the image and the parameter of another imaging apparatus that has not obtained the image, to extract a plurality of feature points of the image;
for each of the images obtained, extracting the plurality of feature points from an inside of the at least one search window generated;
performing feature point matching between the images using the plurality of feature points extracted for each of the images; and
calibrating the parameters based on a plurality of matching results obtained by the feature point matching,
wherein each of the parameters indicates a position and orientation of a corresponding imaging apparatus that corresponds to the parameter.
2 . The calibration method according to claim 1 , wherein
each of the parameters is obtained by calibration performed on the corresponding imaging apparatus at a past point in time, and includes a camera label that identifies the corresponding imaging apparatus.
3 . The calibration method according to claim 1 , wherein
each of the parameters is related to a relative position and orientation of the corresponding imaging apparatus relative to an other imaging apparatus, and includes a camera label that identifies the corresponding imaging apparatus.
4 . The calibration method according to claim 1 , wherein
each of the parameters indicates a distance from the corresponding imaging apparatus to a given point in the common three-dimensional space, and includes a camera label that identifies the corresponding imaging apparatus.
5 . The calibration method according to claim 1 , wherein
the generating of the at least one search window includes calculating, based on the parameters, a search window having a shape that increases in length in a direction perpendicular to an arrangement direction of one imaging apparatus that has captured the image and an other imaging apparatus with an increase in difference in position and orientation between the one imaging apparatus and the other imaging apparatus in the arrangement direction.
6 . The calibration method according to claim 5 , wherein
the extracting of the plurality of feature points includes
(i) detecting a plurality of keypoints from the image, and
(ii) for each of the plurality of keypoints detected, (ii-i) extracting at least one feature amount patch by placing the at least one search window on the image such that a center of the at least one search window is located on the keypoint, and (ii-ii) extracting a feature point by calculating, as a feature amount, a feature distribution of each of the at least one feature amount patch extracted for the keypoint and writing the feature distribution in the keypoint.
7 . The calibration method according to claim 1 , further comprising changing a shape of the at least one search window according to the parameters of a plurality of imaging apparatuses.
8 . A calibration apparatus that calibrates a plurality of parameters of a plurality of imaging apparatuses that capture a common three-dimensional space, the calibration apparatus comprising:
an image obtaining circuit that obtains images captured by the plurality of imaging apparatuses;
a parameter obtaining circuit that obtains parameters of the plurality of imaging apparatuses;
a search window generation circuit that, for each of the images obtained by the image obtaining circuit, generates at least one search window using the parameter of one of the plurality of imaging apparatuses that has obtained the image and the parameter of another imaging apparatus that has not obtained the image, to extract a plurality of feature points of the image;
an extraction circuit that, for each of the images obtained by the image obtaining circuit, extracts the plurality of feature points from an inside of the at least one search window generated by the search window generation circuit;
a matching calculation circuit that performs feature point matching between the images using the plurality of feature points extracted by the extraction circuit for each of the images; and
a calibration circuit that calibrates the parameters based on a plurality of matching results obtained by the feature point matching performed by the matching calculation circuit,
wherein each of the parameters indicates a position and orientation of a corresponding imaging apparatus that corresponds to the parameter.
9 . The calibration apparatus according to claim 8 , wherein the search window generation circuit changes a shape of the at least one search window according to the parameters of a plurality of imaging apparatuses.