Dual-generative synthesis framework: enhancing polyp segmentation in colonoscopy via mask-conditional GANs.

Front Oncol · 2026 · PMC13429484 · PMID 42548732

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This highly significant result establishes that the inclusion of procedurally balanced structural shapes and conditional texture synthesis provides an essential statistical advantage for resolving boundary errors in complex, low-contrast clinical target classes. 5.3.

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