SOTAVerified

Image Restoration

Image Restoration is a family of inverse problems for obtaining a high quality image from a corrupted input image. Corruption may occur due to the image-capture process (e.g., noise, lens blur), post-processing (e.g., JPEG compression), or photography in non-ideal conditions (e.g., haze, motion blur).

Source: Blind Image Restoration without Prior Knowledge

Papers

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Showing 401–450 of 1459 papers

TitleStatusHype
Burst Image Restoration and EnhancementCode1
Masked Face Inpainting Through Residual Attention UNetCode1
Cross-Scale Internal Graph Neural Network for Image Super-ResolutionCode1
Are Deep Neural Architectures Losing Information? Invertibility Is IndispensableCode1
CAIR: Fast and Lightweight Multi-Scale Color Attention Network for Instagram Filter RemovalCode1
EnlightenGAN: Deep Light Enhancement without Paired SupervisionCode1
Cross Aggregation Transformer for Image RestorationCode1
Attentive Fine-Grained Structured Sparsity for Image RestorationCode1
Exploiting Deep Generative Prior for Versatile Image Restoration and ManipulationCode1
Real-World Image Super-Resolution by Exclusionary Dual-LearningCode1
A Regularization-Guided Equivariant Approach for Image RestorationCode1
Memory augment is All You Need for image restorationCode1
Prompt-In-Prompt Learning for Universal Image RestorationCode1
Divide-and-Conquer Posterior Sampling for Denoising Diffusion PriorsCode1
Enhancing Intrinsic Adversarial Robustness via Feature Pyramid DecoderCode1
Parameter Efficient Adaptation for Image Restoration with Heterogeneous Mixture-of-ExpertsCode1
DnSwin: Toward Real-World Denoising via Continuous Wavelet Sliding-TransformerCode1
PromptCIR: Blind Compressed Image Restoration with Prompt LearningCode1
Mixed Hierarchy Network for Image RestorationCode1
MISF: Multi-level Interactive Siamese Filtering for High-Fidelity Image InpaintingCode1
Enhancing RAW-to-sRGB with Decoupled Style Structure in Fourier DomainCode1
PromptHSI: Universal Hyperspectral Image Restoration with Vision-Language Modulated Frequency AdaptationCode1
Prompt to Restore, Restore to Prompt: Cyclic Prompting for Universal Adverse Weather RemovalCode1
Chain-of-Restoration: Multi-Task Image Restoration Models are Zero-Shot Step-by-Step Universal Image RestorersCode1
The Heterogeneity Hypothesis: Finding Layer-Wise Differentiated Network ArchitecturesCode1
MODEM: A Morton-Order Degradation Estimation Mechanism for Adverse Weather Image RecoveryCode1
MOFA: A Model Simplification Roadmap for Image Restoration on Mobile DevicesCode1
DRT: A Lightweight Single Image Deraining Recursive TransformerCode1
Attention-Guided Low-Rank Tensor CompletionCode1
Motion-Guided Latent Diffusion for Temporally Consistent Real-world Video Super-resolutionCode1
CosPGD: an efficient white-box adversarial attack for pixel-wise prediction tasksCode1
Principal Uncertainty Quantification with Spatial Correlation for Image Restoration ProblemsCode1
Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer AggregationCode1
Dual Pixel Exploration: Simultaneous Depth Estimation and Image RestorationCode1
CLEARER: Multi-Scale Neural Architecture Search for Image RestorationCode1
Multi-Expert Adaptive Selection: Task-Balancing for All-in-One Image RestorationCode1
Attention Cube Network for Image RestorationCode1
A Mountain-Shaped Single-Stage Network for Accurate Image RestorationCode1
Prompt-based Ingredient-Oriented All-in-One Image RestorationCode1
Dynamic Contrastive Knowledge Distillation for Efficient Image RestorationCode1
ProRes: Exploring Degradation-aware Visual Prompt for Universal Image RestorationCode1
Learning Distortion Invariant Representation for Image Restoration from A Causality PerspectiveCode1
PMHLD: Patch Map Based Hybrid Learning DehazeNet for Single Image Haze RemovalCode1
A Comparative Study of Image Restoration Networks for General Backbone Network DesignCode1
Enlighten Anything: When Segment Anything Model Meets Low-Light Image EnhancementCode1
Navigating the GAN Parameter Space for Semantic Image EditingCode1
Early Exit or Not: Resource-Efficient Blind Quality Enhancement for Compressed ImagesCode1
(ASNA) An Attention-based Siamese-Difference Neural Network with Surrogate Ranking Loss function for Perceptual Image Quality AssessmentCode1
A Trainable Spectral-Spatial Sparse Coding Model for Hyperspectral Image RestorationCode1
Ambient Diffusion Posterior Sampling: Solving Inverse Problems with Diffusion Models trained on Corrupted DataCode1
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All datasetsCDD-11UHDM.

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1OneRestoreAverage PSNR (dB)28.72—Unverified
2SRUDCAverage PSNR (dB)27.64—Unverified
3RestormerAverage PSNR (dB)26.99—Unverified
4WGWSNetAverage PSNR (dB)26.96—Unverified
5DGUNetAverage PSNR (dB)26.92—Unverified
6OKNetAverage PSNR (dB)26.33—Unverified
7MIRNetAverage PSNR (dB)25.97—Unverified
8PromptIRAverage PSNR (dB)25.9—Unverified
9MPRNetAverage PSNR (dB)25.47—Unverified
10MIRNetv2Average PSNR (dB)25.37—Unverified
#ModelMetricClaimedVerifiedStatus
1ESDNet-LPSNR22.42—Unverified
2ESDNetPSNR22.12—Unverified
#ModelMetricClaimedVerifiedStatus
1730L37—Unverified