Image recognition to support shelf auditing for consumer research
View Patent ↗Image recognition methods, apparatus and articles or manufacture to support shelf auditing for consumer research are disclosed herein. Example methods disclosed herein include comparing a first image signature associated with an input image with a plurality of reference signatures associated with a plurality of reference images to identify a first reference image matching the input image. Such disclosed example methods also include identifying a first group of items depicted in the input image as corresponding to a first group of reference items registered with the first reference image. Such disclosed example methods further include determining a first region of the input image that differs from a corresponding first region of the first reference image, and processing the first region of the input image based on a template to identify a second item depicted in the input image.
1. A method to identify items depicted in an input image, the method comprising:
comparing, with a processor, a first image signature associated with the input image with a plurality of reference signatures associated with a plurality of reference images to identify a first reference image matching the input image;
identifying, with the processor, a first group of items depicted in the input image as corresponding to a first group of reference items registered with the first reference image;
determining, with the processor, that a first region of the input image differs from a corresponding first region of the first reference image; and
in response to determining that the first region of the input image differs from the corresponding first region of the first reference image, processing, with the processor, the first region of the input image based on a template to identify a second item depicted in the first region of the input image.
2. The method as defined in claim 1 , further including determining locations of the first group of items depicted in the input image as corresponding to respective locations of the first group of reference items registered with the first reference image.
3. The method as defined in claim 1 , wherein the first group of items depicted in the input image are included in a second region of the input image determined to match a corresponding second region of the reference image including the second group of reference items.
4. The method as defined in claim 1 , further including highlighting the first region of the input image in a presentation of the input image.
5. The method as defined in claim 1 , further including:
performing an image registration procedure to adjust the input image to coincide in size, shape and spatial orientation with the first reference image;
determining a difference image representing a difference between the input image, after performing the image registration procedure, and the first reference image;
identifying a first region of the difference image having pixel values that differ from a first value; and
determining the first region of the input image to correspond with the first region of the difference image.
6. The method as defined in claim 1 , wherein the template represents the second item, and processing the first region of the input image based on the template includes:
comparing a second image signature associated with the template with a third image signature generated from at least a portion of the first region of the input image; and
when the second image signature is determined to match the third image signature, determining that the at least the portion of the first region of the input image depicts the second item represented by the template.
7. The method as defined in claim 1 , wherein the first image signature includes a histogram associated with the input image.
8. A tangible computer readable medium comprising computer readable instructions which, when executed, cause a processor to at least:
compare a first image signature associated with an input image with a plurality of reference signatures associated with a plurality of reference images to identify a first reference image matching the input image;
identify a first group of items depicted in the input image as corresponding to a first group of reference items registered with the first reference image;
determine that a first region of the input image differs from a corresponding first region of the first reference image; and
in response to determining that the first region of the input image differs from the corresponding first region of the first reference image, process the first region of the input image based on a template to identify a second item depicted in the first region of the input image.
9. The tangible computer readable medium as defined in claim 8 , wherein the instructions, when executed, further cause the processor to determine locations of the first group of items depicted in the input image as corresponding to respective locations of the first group of reference items registered with the first reference image.
10. The tangible computer readable medium as defined in claim 8 , wherein the first group of items depicted in the input image are included in a second region of the input image determined to match a corresponding second region of the reference image including the second group of reference items.
11. The tangible computer readable medium as defined in claim 8 , wherein the instructions, when executed, further cause the processor to highlight the first region of the input image in a presentation of the input image.
12. The tangible computer readable medium as defined in claim 8 , wherein the instructions, when executed, further cause the processor to:
perform an image registration procedure to adjust the input image to coincide in size, shape and spatial orientation with the first reference image;
determine a difference image representing a difference between the input image, after the image registration procedure has been performed, and the first reference image;
identify a first region of the difference image having pixel values that differ from a first value; and
determine the first region of the input image to correspond with the first region of the difference image.
13. The tangible computer readable medium as defined in claim 8 , wherein the template represents the second item, and to process the first region of the input image based on the template, the instructions, when executed, further cause the processor to:
compare a second image signature associated with the template with a third image signature generated from at least a portion of the first region of the input image; and
when the second image signature is determined to match the third image signature, determine that the at least the portion of the first region of the input image depicts the second item represented by the template.
14. An apparatus to identify items depicted in an input image, the apparatus comprising:
a reference image identifier to compare a first image signature associated with the input image with a plurality of reference signatures associated with a plurality of reference images to identify a first reference image matching the input image;
an audit initializer to identify a first group of items depicted in the input image as corresponding to a first group of reference items registered with the first reference image;
a difference determiner to determine that a first region of the input image differs from a corresponding first region of the first reference image; and
an audit modifier to process the first region of the input image based on a template to identify a second item depicted in the first region of the input image in response to the difference determiner having determined that the first region of the input image differs from the corresponding first region of the first reference image.
15. The apparatus as defined in claim 14 , wherein the audit initializer is further to determine locations of the first group of items depicted in the input image as corresponding to respective locations of the first group of reference items registered with the first reference image.
16. The apparatus as defined in claim 14 , wherein the first group of items depicted in the input image are included in a second region of the input image determined to match a corresponding second region of the reference image including the second group of reference items.
17. The apparatus as defined in claim 14 , wherein the audit modifier is further to highlight the first region of the input image in a presentation of the input image.
18. The apparatus as defined in claim 14 , wherein the difference determiner is further to:
perform an image registration procedure to adjust the input image to coincide in size, shape and spatial orientation with the first reference image;
determine a difference image representing a difference between the input image, after the image registration procedure has been performed, and the first reference image;
identify a first region of the difference image having pixel values that differ from a first value; and
determine the first region of the input image to correspond with the first region of the difference image.
19. The apparatus as defined in claim 14 , wherein the template represents the second item, and the audit modifier is further to:
compare a second image signature associated with the template with a third image signature generated from at least a portion of the first region of the input image; and
when the second image signature is determined to match the third image signature, determine that the at least the portion of the first region of the input image depicts the second item represented by the template.
20. The apparatus as defined in claim 14 , wherein the first image signature includes a histogram associated with the input image.