e-ISSN: Pending
Negative / Null Result ReportOpen accessHealth Professions· cited by 24

Domain-adaptive faster R-CNN for non-PPE identification on construction sites from body-worn and general images

Seunghyeon Wang · 2026 · Scientific Reports

WASTE classifies this as Negative / Null Result Report · AI classification, approximate

The study found no significant effect — useful as a negative control or null benchmark for your own design.

Abstract (excerpt)

Ensuring consistent compliance with Personal Protective Equipment (PPE) requirements on construction sites is crucial for worker safety. Although deep learning-based methods already perform well in detecting non-PPE cases, there is still…

Excerpt shown for reference under fair use — read the full paper at the publisher.

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Metadata source: OpenAlex · DOI 10.1038/s41598-026-35148-7