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wojciechteclaw / IFC-PointNet

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Study existing papers on similar element recognition #5

Open atomczak opened 9 months ago

atomczak commented 9 months ago

Both IFC-elements, BIM-elements and any other geometry. Both using NN (voxels and points) and other forms.

I propose to paste links to the papers with notes here.

atomczak commented 9 months ago

Assessing Implicit Knowledge in BIM Models with Machine Learning by Thomas Krijnen, Martin Tamke https://www.researchgate.net/publication/302488577_Assessing_Implicit_Knowledge_in_BIM_Models_with_Machine_Learning

Similar use case, also multiple IFC as input, also NN as a method. Instead of actual geometry, it looks at geometrical features like volume and gyradius. Done in 2015, the technology changed since then.

wojciechteclaw commented 9 months ago

https://arxiv.org/pdf/2106.09712.pdf

wojciechteclaw commented 8 months ago

https://www.scopus.com/record/display.uri?eid=2-s2.0-85127377427&origin=resultslist&sort=cp-f&src=s&sid=3dcd945bf26e0369c2d1fc98c10c6fee&sot=b&sdt=cl&cluster=scosubjabbr%2C%22ENGI%22%2Ct&s=%28TITLE-ABS-KEY%28validation+OR+checking%29+AND+TITLE-ABS-KEY%28ifc+OR+bim+OR+aec%29+AND+TITLE-ABS-KEY%28parameters+OR+properties%29%29&sl=87&sessionSearchId=3dcd945bf26e0369c2d1fc98c10c6fee&relpos=27

wojciechteclaw commented 8 months ago

https://www.researchgate.net/publication/354392708_Assessing_IFC_classes_with_means_of_geometric_deep_learning_on_different_graph_encodings