Optoelectronics Letters, Volume. 21, Issue 3, 183(2025)
CableSAM: an efficient automatic segmentation method for aircraft cabin cables
Cabin cables, as critical components of an aircraft's electrical system, significantly impact the operational efficiency and safety of the aircraft. The existing cable segmentation methods in civil aviation cabins are limited, especially inautomation, heavily dependent on large amounts of data and resources, lacking the flexibility to adapt to different scenarios.To address these challenges, this paper introduces a novel image segmentation model, CableSAM, specificallydesigned for automated segmentation of cabin cables. CableSAM improves segmentation efficiency and accuracy usingknowledge distillation and employs a context ensemble strategy. It accurately segments cables in various scenarioswith minimal input prompts. Comparative experiments on three cable datasets demonstrate that CableSAM surpassesother advanced cable segmentation methods in performance.
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LING Aihua, WANG Junwen, LU Jiaming, LIU Ruyu. CableSAM: an efficient automatic segmentation method for aircraft cabin cables[J]. Optoelectronics Letters, 2025, 21(3): 183
Received: Jan. 24, 2024
Accepted: Jan. 24, 2025
Published Online: Jan. 24, 2025
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