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A Coarse-to-Fine Scene Expert Network (C2FXNet) that achieves unified detection through hierarchical scene guidance through dual-level guidance mechanism, and enables robust multi-scene detection without scene-specific training.
C$^2$RM-Seg achieves state-of-the-art histopathological tissue segmentation by effectively aligning causal reasoning with structural semantics, overcoming the noise of traditional CAM methods.
