TPGDiff: Hierarchical Triple-Prior Guided Diffusion for Image Restoration

arXiv:2601.20306 · cs.CV · Submitted 2026-01-28 · Read on arXiv

cs.CV

Submitted: 2026-01-28

Updated: 2026-10-13

Terminology

• Benchmark — 1× in this paper · explained in 2 episodes
• Diffusion Model — 1× in this paper · explained in 9 episodes
• Diffusion Models — 1× in this paper · explained in 6 episodes
• Diffusion Process — 1× in this paper · explained in 2 episodes
• Distillation — 1× in this paper · explained in 2 episodes
• Generalization — 1× in this paper · explained in 13 episodes

Sources

• Universal Image Restoration Pre-training via Degradation Classification
• Universal Image Restoration Pre-training via Masked Degradation Classification
• Towards Effective Multiple-in-One Image Restoration: A Sequential and Prompt Learning Strategy
• Embedding Fourier for Ultra-High-Definition Low-Light Image Enhancement
• FourierMamba: Fourier Learning Integration with State Space Models for Image Deraining
• MegaSR: Mining Customized Semantics and Expressive Guidance for Real-World Image Super-Resolution
• Decoupled Weight Decay Regularization
• Controlling Vision-Language Models for Multi-Task Image Restoration
• Image Restoration with Mean-Reverting Stochastic Differential Equations
• ProRes: Exploring Degradation-aware Visual Prompt for Universal Image Restoration
• Hierarchical Text-Conditional Image Generation with CLIP Latents
• Score-Based Generative Modeling through Stochastic Differential Equations
• P+: Extended Textual Conditioning in Text-to-Image Generation
• IRBridge: Solving Image Restoration Bridge with Pre-trained Generative Diffusion Models
• Residual Diffusion Bridge Model for Image Restoration
• Linformer: Self-Attention with Linear Complexity
• Deep Retinex Decomposition for Low-Light Enhancement
• Perceive, Understand and Restore: Real-World Image Super-Resolution with Autoregressive Multimodal Generative Models
• Depth Any Video with Scalable Synthetic Data
• ClearAIR: A Human-Visual-Perception-Inspired All-in-One Image Restoration

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