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Published at November 21

Transforming Engineering Diagrams: A Novel Approach for P&ID Digitization using Transformers

cs.CV

Released Date: November 21, 2024

Authors: Jan Marius Stürmer, Marius Graumann, Tobias Koch

Arxiv: http://arxiv.org/abs/2411.13929v1

Refer to caption

	Modular Digitization								Relationformer
	Patched				Stitched				Patched				Stitched
	Symbols	Nodes	Edges		Symbols	Nodes	Edges		Symbols	Nodes	Edges		Symbols	Nodes	Edges
	mAP	AP	mAP		mAP	AP	mAP		mAP	AP	mAP		mAP	AP	mAP
PID2Graph OPEN100	86.58	-	-		76.99	52.14	45.89		73.49	82.18	76.79		73.14	83.63	75.46
PID2Graph Synthetic	78.74	-	-		74.15	85.16	50.26		78.62	87.44	93.86		78.36	96.89	88.95
Dataset-P&ID [26]	85.87	-	-		83.95	89.32	85.46		80.32	96.59	92.46		76.69	97.72	95.07