Is there a open source implementation of "Deep Learning Based Page Layout Analyze"?
Is there a open source implementation of “Deep Learning Based Page Layout Analyze”?Repo:GitHub - leonlulu/DeepLayout: Deep learning based page layout analysisDeepLayout: A Semantic Segmentation Approach to Page Layout Analysisimage1563×510 150 KBIs there a model in Huggingface that could achieve the same?@inproceedings{li2018deeplayout,
title={DeepLayout: A Semantic Segmentation Approach to Page Layout Analysis},
author={Li, Yixin and Zou, Yajun and Ma, Jinwen},
booktitle={International Conference on Intelligent Computing},
pages={266--277},
year={2018},
organization={Springer}
}
2022-06-29T09:36:51Z
I’m not sure about that paper, butthis libraryis very useful, and you can plug and play with different object detection models
2022-06-29T22:20:53Z
@eugenewareLayout Parserlibrary is super interesting. But looks like it is more for understanding PDF documents.Are you aware of any specific layout parsers to understand Web layout. Lets say it can understand web elements in a web page.Web elements could be:A TableA Drop Down MenuA Numbered ListA Bulleted ListA Radio Button…
2022-06-29T22:34:48Z
I’m not personally aware - but if you can find a dataset of annotated web layouts, you could use that library to fine tune your own library. I imagine that paper you referenced would have some reference to datasets that they benchmarked on.
2022-06-29T22:47:36Z
Yeah, that makes sense. I was looking intoLayoutLMBut I do not really understand this model could be applied to my use case.
2024-05-21T10:38:33Z
eugeneware:…if you can find a dataset of annotated web layouts…@neo-benjaminthe WebUI project is a dataset of annotated web layouts:homepage:https://uimodeling.github.io/paper:https://dl.acm.org/doi/abs/10.1145/3544548.3581158on here:WebUI - a biglab Collection