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New figure/table segmentation approach and models #963
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Unstable and work in progress!
(follow-up of the
fix-vector-graphics
branch)This is a working version for a revision of the cascade process in Grobid, which changes the overall approach for figures and tables and simplifies the full text model (see also #950):
It is expected that these changes will result in better figure and table recognition (because now more strictly anchored on graphic elements), less errors in the text body where passages are mismatched with figures/tables parts (because they use figure and table markers) and overall simpler training data to be produced (because the figure/table mess are taken out of the fulltext model).
One goal it to anchor the process to identified clustered graphic elements without machine vision techniques and avoid the very costly rasterization step. If it doesn't give state-of-the-art accuracy, we can still use a R-CNN just for this step as fallback (so unfortunately with rasterization - this would be the simpler approach, but let's try to do it differently and light first).
As a possible continuation, we can then divide the full text model into 2 models, one dedicated to the overall backbone of the text body (sections, paragraphs) and one to the recurrent content (paragraph content). The second one might then be short enough to use deep learning models efficiently.
Problem: this is not going to work on tables or figures which are just text without any graphic elements, it's not frequent but it happens.