PIC-UIE: Predicting Image-Adaptive Corrections for Lightweight Underwater Image Enhancement

arXiv:2609.33318 · cs.CV · Submitted 2026-09-27 · Read on arXiv

cs.CV

Submitted: 2026-09-27

Updated: 2026-09-27

Terminology

• Calibration — 15× in this paper · explained in 7 episodes
• Regularization — 4× in this paper · explained in 3 episodes
• Ablation — 3× in this paper · explained in 1 episode
• Fidelity — 3× in this paper · explained in 2 episodes
• Transformer — 3× in this paper · explained in 2 episodes
• Benchmark — 2× in this paper · explained in 2 episodes
• Fine-Tuning — 2× in this paper · explained in 5 episodes
• Zero-Shot Transfer — 2× in this paper · explained in 4 episodes
• Adaptive Intervals — 1× in this paper · explained in 1 episode
• Alignment — 1× in this paper · explained in 1 episode
• Analyzer — 1× in this paper · explained in 1 episode
• Consistency — 1× in this paper · explained in 3 episodes
• Decoupling — 1× in this paper · explained in 2 episodes
• Edge Deployment — 1× in this paper · explained in 2 episodes
• Edge Devices — 1× in this paper · explained in 2 episodes

Sources

• A Physical Model-Guided Framework for Underwater Image Enhancement and Depth Estimation
• Uncertainty Inspired Underwater Image Enhancement
• WaterMamba: Visual State Space Model for Underwater Image Enhancement
• A Fusion Adversarial Underwater Image Enhancement Network with a Public Test Dataset
• Downstream Task Inspired Underwater Image Enhancement: A Perception-Aware Study from Dataset Construction to Network Design
• Shallow-UWnet : Compressed Model for Underwater Image Enhancement
• Adaptive Dual-domain Learning for Underwater Image Enhancement
• Underwater Image Enhancement by Transformer-based Diffusion Model with Non-uniform Sampling for Skip Strategy
• AdaInt: Learning Adaptive Intervals for 3D Lookup Tables on Real-time Image Enhancement
• LU2Net: A Lightweight Network for Real-time Underwater Image Enhancement
• Learning Image-adaptive 3D Lookup Tables for High Performance Photo Enhancement in Real-time
• Synergistic Multiscale Detail Refinement via Intrinsic Supervision for Underwater Image Enhancement
• Wavelet-based Fourier Information Interaction with Frequency Diffusion Adjustment for Underwater Image Restoration

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