Lightweight Visual Enhancement for Reliable Vision Systems in Adverse Port Weather
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 maintaining a compact computational profile.