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An interesting problem, particularly with handwritten documents. And not limited to what they worked on, from their conclusion: "...the number of clustering le
by mcswell 1y ago
An interesting problem, particularly with handwritten documents. And not limited to what they worked on, from their conclusion: "...the number of clustering levels is not limited to two, since document layout tasks are extremely diverse in nature. Paragraphs can further be clustered into text columns or sections, which may belong to even higher level blocks. Figure 16 shows a physical paragraph, or part of a semantic paragraph which spans across multiple text columns..." Not to mention text wrapping around figures.
The general field is called "document structure analysis" or "document layout analysis." There's been lots of work--at a cursory glance at this article, I'm not sure they've discussed that literature.
I worked on a similar problem a decade or so, although our work was done mostly by hand. We were trying to not only read in (bilingual) dictionaries using OCR, but turn them into dictionary entries, and then parse each entry into its parts (headword, part of speech, definitions or glosses, example sentences, subentries...). I won't go into details, but to our surprise one of the most difficult parts for the machine to get right was recognizing bold or italicized text.
- herodotus 1y agoSee (as one of several patents about this): https://ppubs.uspto.gov/api/patents/html/7899826?source=USPAT&requestToken=eyJzdWIiOiI0YzY0YzA1Zi0xN2E2LTQxYzYtYWI2ZS1mNmRlMGEwZDBkNDciLCJ2ZXIiOiJkOTk2MTFiMy02NzcxLTQ0ZDEtODExMS05ZWQ3ZWUxNDkxNmUiLCJleHAiOjB9 https://ppubs.uspto.gov/api/patents/html/7899826?source=USPA...
- mcswell 1y agoThanks, but I get "unauthorized" with this URL. I tried cutting off everything from the '?' right, but still got the same message.
- herodotus 1y agohttps://ppubs.uspto.gov/api/pdf/downloadPdf/8166037?requestToken=eyJzdWIiOiJmYmVhNzdmYS0zYTFjLTQzMGYtYTNiYy1kNjMzZWFhM2E2MTUiLCJ2ZXIiOiJmNDkyOGM5Mi03ZTZkLTQ3YTktOTI1YS04YTg4NWMwOTFkYWIiLCJleHAiOjB9 https://ppubs.uspto.gov/api/pdf/downloadPdf/8166037?requestT...