On a robot-collected construction-site dataset of 10 MEP classes, fine-tuned YOLO11 Nano achieved F1 0.89 while zero-shot GSAM2, GDINO, and DETIC scored below 0.04.
Future prospects of the assembly model for mep systems in chinese buildings: A whole life cycle perspective
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
other 1
citation-polarity summary
fields
cs.CV 1years
2025 1verdicts
CONDITIONAL 1roles
other 1polarities
unclear 1representative citing papers
citing papers explorer
-
Are Open-Vocabulary Models Ready for Detection of MEP Elements on Construction Sites
On a robot-collected construction-site dataset of 10 MEP classes, fine-tuned YOLO11 Nano achieved F1 0.89 while zero-shot GSAM2, GDINO, and DETIC scored below 0.04.