Blind All-in-One Image Restoration
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Benchmarks
3-Degradations
5-Degradations
Most implemented
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration
Adaptive Blind All-in-One Image Restoration
Restore Anything with Masks: Leveraging Mask Image Modeling for Blind All-in-One Image Restoration
HAIR: Hypernetworks-based All-in-One Image Restoration
Restore Anything Model via Efficient Degradation Adaptation
Papers
Complexity Experts are Task-Discriminative Learners for Any Image Restoration
Recent advancements in all-in-one image restoration models have revolutionized the ability to address diverse degradations through a unified framework. However, parameters tied to specific tasks often remain inactive for…
AttributeBlind All-in-One Image RestorationImage RestorationMixture-of-ExpertsAdaptive Blind All-in-One Image Restoration
Blind all-in-one image restoration models aim to recover a high-quality image from an input degraded with unknown distortions. However, these models require all the possible degradation types to be defined during the tra…
5-Degradation Blind All-in-One Image RestorationAllBlind All-in-One Image RestorationImage RestorationDegradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration
All-in-one image restoration has emerged as a practical and promising low-level vision task for real-world applications. In this context, the key issue lies in how to deal with different types of degraded images simultan…
5-Degradation Blind All-in-One Image RestorationBlind All-in-One Image RestorationImage RestorationUnified Image RestorationRestore Anything with Masks: Leveraging Mask Image Modeling for Blind All-in-One Image Restoration
All-in-one image restoration aims to handle multiple degradation types using one model. This paper proposes a simple pipeline for all-in-one blind image restoration to Restore Anything with Masks (RAM). We focus on the i…
AllAttributeBlind All-in-One Image RestorationImage RestorationHAIR: Hypernetworks-based All-in-One Image Restoration
Image restoration aims to recover a high-quality clean image from its degraded version. Recent progress in image restoration has demonstrated the effectiveness of All-in-One image restoration models in addressing various…
5-Degradation Blind All-in-One Image RestorationAllBlind All-in-One Image Restorationimage-classification+2Restore Anything Model via Efficient Degradation Adaptation
With the proliferation of mobile devices, the need for an efficient model to restore any degraded image has become increasingly significant and impactful. Traditional approaches typically involve training dedicated model…
5-Degradation Blind All-in-One Image RestorationBenchmarkingBlind All-in-One Image RestorationImage Restoration+1