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Achieving a 3.09 percentage-point accuracy gain while reducing model size by 80% demonstrates the power of cross-architecture knowledge distillation in precision agriculture.
Counterintuitively, simply smoothing boundary probabilities in a localized manner can dramatically improve annotation-free skin lesion segmentation, rivaling supervised methods on some datasets.