SAL-YOLO-DeepSeek: a lightweight real-time detection and LLM-driven decision framework for intelligent escalator safety monitoring

Qibing Wang; Dongyang Wang; Jiawei Lu; Gang Xiao; Dongming Liang; Guoxiong Lu; Haibo Shao

doi:10.1038/s41598-025-24260-9

SAL-YOLO-DeepSeek: a lightweight real-time detection and LLM-driven decision framework for intelligent escalator safety monitoring

Q Qibing Wang (State Key Laboratory of Forage Breeding-by-Design and Utilization, Key Laboratory of Vegetation and Environmental Change, Institute of Botany, Chinese Academy of Sciences) D Dongyang Wang J Jiawei Lu (Department of Orthopaedic Surgery, Perelman School of Medicine, University of Pennsylvania) G Gang Xiao (Division of Microbiology, School of Public Health and Emergency Management, Southern University of Science and Technology) D Dongming Liang G Guoxiong Lu H Haibo Shao

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Article Details

Journal Scientific Reports

Volume / Issue Vol. 15, Issue 1

Published November 18, 2025

DOI 10.1038/s41598-025-24260-9

ISSN 2045-2322

Publisher Nature Portfolio

Journal Info

Scientific Reports

Nature Portfolio

ISSN: 2045-2322 Open Access Life Sciences

Authors (7)

Q

Qibing Wang

State Key Laboratory of Forage Breeding-by-Design and Utilization, Key Laboratory of Vegetation and Environmental Change, Institute of Botany, Chinese Academy of Sciences

D

Dongyang Wang

J

Jiawei Lu

Department of Orthopaedic Surgery, Perelman School of Medicine, University of Pennsylvania

G

Gang Xiao

Division of Microbiology, School of Public Health and Emergency Management, Southern University of Science and Technology

D

Dongming Liang

G

Guoxiong Lu

H

Haibo Shao

SAL-YOLO-DeepSeek: a lightweight real-time detection and LLM-driven decision framework for intelligent escalator safety monitoring

Article Details

Journal Info

Authors (7)

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