Autonomously removing scan marks from digital documents utilizing content-aware filters
The present disclosure relates to systems, non-transitory computer-readable media, and methods for implementing content-aware filters to autonomously remove scan marks from digital documents. In particular implementations, the disclosed systems utilize a set of targeted scan mark models in a scan mark removal pipeline. For example, each scan mark model includes a corresponding content-aware filter configured to identify document regions that match a designated class of scan marks to filter. Examples of scan mark models include staple scan mark models, punch hole scan mark models, and page turn scan mark models. In certain embodiments, the disclosed systems then use the scan mark models to generate mark-specific masks based on document input features. Additionally, in some embodiments, the disclosed systems combine the mark-specific masks into a final segmentation mask and apply the final segmentation mask to the digital document for correcting the identified regions with scan marks.
1. A non-transitory computer-readable medium comprising instructions that, when executed by at least one processor, cause a computing device to:
generate, from a digital document comprising one or more scan marks, a margin boundary, an OCR mask comprising a binary image having regions for detected text, and digital contours defining regions within the digital document;
generate, utilizing a staple scan mark model, a staple mask from the margin boundary, the OCR mask, and the digital contours by applying a threshold region area for staples and a threshold region width and height for staples;
generate, utilizing a punch hole scan mark model, a punch hole mask from the margin boundary, the OCR mask, and the digital contours by applying a threshold region area for punch holes and a threshold region width and height for punch holes; and
generate a modified digital document without the one or more scan marks by removing a staple region corresponding to the staple mask and a punch hole region corresponding to the punch hole mask from the digital document.
2. The non-transitory computer-readable medium of claim 1 , further comprising instructions that, when executed by the at least one processor, cause the computing device to generate the staple mask from the digital contours by applying the threshold region area for staples by filtering out a region that has digital contours satisfying a maximum area value corresponding to staple scan marks.
3. The non-transitory computer-readable medium of claim 1 , further comprising instructions that, when executed by the at least one processor, cause the computing device to generate the staple mask from the digital contours by applying the threshold region width and height for staples by filtering out a region that has digital contours satisfying maximum width and height values corresponding to staple scan marks.
4. The non-transitory computer-readable medium of claim 1 , further comprising instructions that, when executed by the at least one processor, cause the computing device to generate the punch hole mask from the digital contours by:
applying the threshold region area for punch holes by filtering out a first region that has digital contours satisfying a maximum area value corresponding to punch hole scan marks; and
applying the threshold region width and height for punch holes by filtering out a second region that has digital contours satisfying maximum width and height values corresponding to punch hole scan marks.
5. The non-transitory computer-readable medium of claim 1 , further comprising instructions that, when executed by the at least one processor, cause the computing device to:
generate, utilizing a page turn scan mark model, a page turn mask from the margin boundary, the OCR mask, and the digital contours by applying a threshold region area for page turns and a threshold region width and height for page turns; and
generate the modified digital document without the one or more scan marks further by removing a page turn region corresponding to the page turn mask from the digital document.
6. The non-transitory computer-readable medium of claim 5 , further comprising instructions that, when executed by the at least one processor, cause the computing device to:
generate a final segmentation mask by combining the staple mask, the punch hole mask, and the page turn mask; and
remove the one or more scan marks utilizing the final segmentation mask.
7. The non-transitory computer-readable medium of claim 1 , further comprising instructions that, when executed by the at least one processor, cause the computing device to validate the staple region and the punch hole region by:
excluding, from a subset of regions comprising the staple region and the punch hole region, one or more regions by comparing a position of the one or more regions with the margin boundary; and
excluding, from the subset of regions, at least one region by comparing a position of the at least one region with the OCR mask.
8. The non-transitory computer-readable medium of claim 1 , further comprising instructions that, when executed by the at least one processor, cause the computing device to:
generate the margin boundary based on a page size for the digital document and a bounding box corresponding to document content of the digital document;
generate the OCR mask utilizing optical character recognition; and
generate the digital contours based on polygonal approximations of the regions within the digital document.
9. A system comprising:
one or more memory devices; and
one or more processors coupled to the one or more memory devices that cause the system to perform operations comprising:
generating, from a digital document comprising one or more scan marks, a margin boundary, an OCR mask comprising a binary image having regions for detected text, and digital contours defining regions within the digital document;
generating, utilizing a staple scan mark model, a staple mask from the margin boundary, the OCR mask, and the digital contours by applying a threshold region area for staples and a threshold region width and height for staples;
generating, utilizing a punch hole scan mark model, a punch hole mask from the margin boundary, the OCR mask, and the digital contours by applying a threshold region area for punch holes and a threshold region width and height for punch holes; and
generating a modified digital document without the one or more scan marks by removing a staple region corresponding to the staple mask and a punch hole region corresponding to the punch hole mask from the digital document.
10. The system of claim 9 , wherein the operations further comprise generating the staple mask from the digital contours by applying the threshold region area for staples by filtering out a region that has digital contours satisfying a maximum area value corresponding to staple scan marks.
11. The system of claim 9 , wherein the operations further comprise generating the staple mask from the digital contours by applying the threshold region width and height for staples by filtering out a region that has digital contours satisfying maximum width and height values corresponding to staple scan marks.
12. The system of claim 9 , wherein the operations further comprise generating the punch hole mask from the digital contours by:
applying the threshold region area for punch holes by filtering out a first region that has digital contours satisfying a maximum area value corresponding to punch hole scan marks; and
applying the threshold region width and height for punch holes by filtering out a second region that has digital contours satisfying maximum width and height values corresponding to punch hole scan marks.
13. The system of claim 9 , wherein the operations further comprise:
generating, utilizing a page turn scan mark model, a page turn mask from the margin boundary, the OCR mask, and the digital contours by applying a threshold region area for page turns and a threshold region width and height for page turns; and
generating the modified digital document without the one or more scan marks further by removing a page turn region corresponding to the page turn mask from the digital document.
14. The system of claim 13 , wherein the operations further comprise:
generating a final segmentation mask by combining the staple mask, the punch hole mask, and the page turn mask; and
removing the one or more scan marks utilizing the final segmentation mask.
15. A computer-implemented method comprising:
generating, from a digital document comprising one or more scan marks, a margin boundary, an OCR mask comprising a binary image having regions for detected text, and digital contours defining regions within the digital document;
generating, utilizing a staple scan mark model, a staple mask from the margin boundary, the OCR mask, and the digital contours by applying a threshold region area for staples and a threshold region width and height for staples;
generating, utilizing a punch hole scan mark model, a punch hole mask from the margin boundary, the OCR mask, and the digital contours by applying a threshold region area for punch holes and a threshold region width and height for punch holes; and
generating a modified digital document without the one or more scan marks by removing a staple region corresponding to the staple mask and a punch hole region corresponding to the punch hole mask from the digital document.
16. The computer-implemented method of claim 15 , further comprising generating the staple mask from the digital contours by applying the threshold region area for staples by filtering out a region that has digital contours satisfying a maximum area value corresponding to staple scan marks.
17. The computer-implemented method of claim 15 , further comprising generating the staple mask from the digital contours by applying the threshold region width and height for staples by filtering out a region that has digital contours satisfying maximum width and height values corresponding to staple scan marks.
18. The computer-implemented method of claim 15 , further comprising generating the punch hole mask from the digital contours by:
applying the threshold region area for punch holes by filtering out a first region that has digital contours satisfying a maximum area value corresponding to punch hole scan marks; and
applying the threshold region width and height for punch holes by filtering out a second region that has digital contours satisfying maximum width and height values corresponding to punch hole scan marks.
19. The computer-implemented method of claim 15 , further comprising validating the staple region and the punch hole region by:
excluding, from a subset of regions comprising the staple region and the punch hole region, one or more regions by comparing a position of the one or more regions with the margin boundary; and
excluding, from the subset of regions, at least one region by comparing a position of the at least one region with the OCR mask.
20. The computer-implemented method of claim 15 , further comprising:
generating the margin boundary based on a page size for the digital document and a bounding box corresponding to document content of the digital document;
generating the OCR mask utilizing optical character recognition; and
generating the digital contours based on polygonal approximations of the regions within the digital document.