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Optimized flood scene segmentation with swin transformer-based architecture.

Sci Rep · 2026 · PMC13332218 · PMID 42031732

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All of these works demonstrate a clear trend away from traditional thresholding and CNN-based methods to transformer-driven architectures, with hybrid models which merge modern learning methods with traditional preprocessing offering promising results for flood scene analysis.

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