Opto-Electronic Engineering, Volume. 52, Issue 1, 240253(2025)

Image-based aerial fire detector based on cross-scale fusion

Pei Zhang1...3, Hengying Ren1,*, Jiaqi Tian2, Tong Chen2, Weiwei Yan1 and Wei Zhang2 |Show fewer author(s)
Author Affiliations
  • 1Electromechanical System Research Department, AVIC the First Aircraft Institute, Xi'an, Shaanxi 710089, China
  • 2School of Microelectronics, Tianjin University, Tianjin 300072, China
  • 3State Key Laboratory of Fire Science, University of Science and Technology of China, Hefei, Anhui 230027, China
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    References(24)

    [1] J J Hu, Q Y Xie, J Rong et al. Experimental analysis on nuisance immunity of smoke detectors. Fire Saf Sci, 14, 111-116(2005).

    [2] R Zhang, W Zhang, Y Y Liu et al. An efficient deep neural network with color-weighted loss for fire detection. Multimed Tools Appl, 81, 39695-39713(2022).

    [3] K Gao. Application of image smoke detection products in aircraft cargo compartment fire detection. Brand Stand, 75-78(2016).

    [4] D Blake. Aircraft cargo compartment smoke detector alarm incidents on U. S. -registered aircraft, 1974–1999(2000).

    [5] Z X He, L G Wang, C Meng et al. Design of composite fire detection system based on multi-data fusion. Fire Sci Technol, 38, 977-980(2019).

    [6] H M Zhang, H Ye, G Zheng et al. Research on the multi sensor fire detection system in aircraft cargo. J Chongqing Univ Technol (Nat Sci), 31, 176-181(2017).

    [7] Y B He, W J Zhang, W Yang et al. Research on multi-sensor smoke detection method for aircraft cargo compartment. China Saf Sci J, 29, 43-48(2019).

    [8] Z Wang. Research on fire protection design requirements for aircraft cargo compartments. Aeronaut Stand Qual, 13-15, 34(2014).

    [9] X X Zhang, Y Wang, S Y Wu et al. An improved lightweight fire detection algorithm based on cascade sparse query. Opto-Electron Eng, 50, 230216(2023).

    [11] Y F Zhang, W Q Ren, Z Zhang et al. Focal and efficient IOU loss for accurate bounding box regression. Neurocomputing, 506, 146-157(2022).

    [23] General Administration of Quality Supervision, Inspection and Quarantine of the People’s Republic of China, Standardization Administration of the People's Republic of China. Special type fire detectors: GB 15631–2008(2009).

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    Pei Zhang, Hengying Ren, Jiaqi Tian, Tong Chen, Weiwei Yan, Wei Zhang. Image-based aerial fire detector based on cross-scale fusion[J]. Opto-Electronic Engineering, 2025, 52(1): 240253

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    Paper Information

    Category: Article

    Received: Oct. 27, 2024

    Accepted: Dec. 23, 2024

    Published Online: Feb. 21, 2025

    The Author Email: Ren Hengying (任恒英)

    DOI:10.12086/oee.2025.240253

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