World Data Ocean/visibility restoration

visibility restoration

visibility restoration at World Data Ocean is a file of one story. The newest of them: “Restoring clarity and color through fog at coastal ports”. Fog doesn't just blur a camera's view; it strips the color and structural clarity from coastal port images. A Global Hub for Ocean Intelligence 4 World Data Ocean is a centralized digital platform where researchers, scientists, and ocean enthusiasts converge to… The list below is every visibility restoration story on World Data Ocean, newest first.

Restoring clarity and color through fog at coastal ports
Frontiers in Marine Science | New and Recent Articles

Restoring clarity and color through fog at coastal ports

Fog doesn't just blur a camera's view; it strips the color and structural clarity from coastal port images. MPD-Net, a dual-candidate restoration network, directly tackles this problem. It sequentially applies a color and luminance hint module, a frequency-aware refinement layer, and a detail-guided feature modulation module. The dual-candidate adaptive fusion module then merges results and corrects color. Tested on 315 paired images, it achieved the best overall PSNR, SSIM, MSE, and LPIPS. This is a measurable step forward for operational visibility.