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A theoretical arc is established: from Euclidean attention as a special case, to hyperbolic memory, to hyperbolic memory, to spherical retrieval.
PortVE is a lightweight visual enhancement framework for adverse port weather conditions that combines degradation-aware Multi-Scale Pooling with Pool-Conv Downsampling and Frequency Directional Modulation and captures coarse-to-fine degradation cues, directional structures, and frequency-domain information while maint...
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