Underwater Image Restoration
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Benchmarks
LSUI
Most implemented
Underwater Image Enhancement via Medium Transmission-Guided Multi-Color Space Embedding
Fast Underwater Image Enhancement for Improved Visual Perception
U-shape Transformer for Underwater Image Enhancement
Enhancing Underwater Imagery using Generative Adversarial Networks
Underwater Image Restoration Through a Prior Guided Hybrid Sense Approach and Extensive Benchmark Analysis
Underwater Image Restoration via Polymorphic Large Kernel CNNs
Papers
Halo Separation-guided Underwater Multi-scale Image Restoration
Underwater images captured by Autonomous Underwater Vehicles (AUVs) are inevitably affected by artificial light sources, which often produce halos in the foreground of the camera and seriously interfere with the quality …
Underwater Image RestorationImage EnhancementWaterClear-GS: Optical-Aware Gaussian Splatting for Underwater Reconstruction and Restoration
Underwater 3D reconstruction and appearance restoration are hindered by the complex optical properties of water, such as wavelength-dependent attenuation and scattering. Existing Neural Radiance Fields (NeRF)-based metho…
Underwater Image RestorationNovel View Synthesis3D ReconstructionTIDE: Two-Stage Inverse Degradation Estimation with Guided Prior Disentanglement for Underwater Image Restoration
Underwater image restoration is essential for marine applications ranging from ecological monitoring to archaeological surveys, but effectively addressing the complex and spatially varying nature of underwater degradatio…
Underwater Image RestorationA Generative Data Framework with Authentic Supervision for Underwater Image Restoration and Enhancement
Underwater image restoration and enhancement are crucial for correcting color distortion and restoring image details, thereby establishing a fundamental basis for subsequent underwater visual tasks. However, current deep…
Underwater Image RestorationImage-to-Image TranslationImage EnhancementFrom Restoration to Reconstruction: Rethinking 3D Gaussian Splatting for Underwater Scenes
Underwater image degradation poses significant challenges for 3D reconstruction, where simplified physical models often fail in complex scenes. We propose \textbf{R-Splatting}, a unified framework that bridges underwater…
Underwater Image Restoration3D ReconstructionDEEP-SEA: Deep-Learning Enhancement for Environmental Perception in Submerged Aquatics
Continuous and reliable underwater monitoring is essential for assessing marine biodiversity, detecting ecological changes and supporting autonomous exploration in aquatic environments. Underwater monitoring platforms re…
Underwater Image Restoration