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To address these, we propose the Frequency\u2010Spatial\u2010Channel Collaborative Enhancement Network (FSC\u2010Net), leveraging a spatial\u2010semantic collaborative mechanism and a multi\u2010dimensional Frequency\u2010Spatial\u2010Channel feature enhancement framework. FSC\u2010Net employs a Frequency Semantic Attention module for cross\u2010modal semantic alignment, a Gated Channel Attention module for discriminative feature enhancement, and a Spatial Transformer for improved local structural perception. Extensive experiments demonstrate the superiority of FSC\u2010Net, achieving state\u2010of\u2010the\u2010art Rank\u20101\/mAP accuracy of 95.07%\/91.18% on RegDB, 76.90%\/74.26% on SYSU\u2010MM01, and 56.69%\/63.37% on the low\u2010light LLCM dataset, respectively. 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