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This work proposes Prior-driven Patch-based Bilateral Compensation (P2BiC), a memory-efficient UHD restoration framework that processes UHD images as patches via an in-network feature-space cropping computation path while maintaining global coherence.
Infrared and visible image fusion aims to integrate complementary information from source images to generate high-quality fusion images that serve downstream tasks. However, the differentiated representation of image scene content, the unpredictability of degradation modes in source images, and the complexity of compos...
The results demonstrate that the proposed "plug-and-play" evidence-guided framework for reliable medical image segmentation generally achieves a more consistent, spatially coherent uncertainty representation that better aligns with the true error, providing a practical tool for quality control and risk awareness in cli...
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