UnGAP turns aleatoric uncertainty into an active calibration signal via affine feature modulation to fix gradient suppression in heteroscedastic crack segmentation while maintaining real-time performance.
Research on the strength influence and crack evolution law of layered backfill based on macro and meso mechanical response
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UnGAP: Uncertainty-Guided Affine Prompting for Real-Time Crack Segmentation
UnGAP turns aleatoric uncertainty into an active calibration signal via affine feature modulation to fix gradient suppression in heteroscedastic crack segmentation while maintaining real-time performance.