JPEG Artifact Correction
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Benchmarks
Live1 (Quality 10 Grayscale)
LIVE1 (Quality 20 Grayscale)
LIVE1 (Quality 10 Color)
LIVE1 (Quality 20 Color)
LIVE1 (Quality 30 Grayscale)
ICB (Quality 10 Color)
ICB (Quality 20 Color)
ICB (Quality 10 Grayscale)
ICB (Quality 20 Grayscale)
LIVE1 (Quality 40 Grayscale)
ICB (Quality 30 Color)
LIVE1 (Quality 30 Color)
LIVE1 (Quality 40 Color)
Most implemented
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections
Swin2SR: SwinV2 Transformer for Compressed Image Super-Resolution and Restoration
Multi-level Wavelet-CNN for Image Restoration
Compression Artifacts Reduction by a Deep Convolutional Network
Residual Dense Network for Image Restoration
Papers
Hierarchical Information Flow for Generalized Efficient Image Restoration
While vision transformers show promise in numerous image restoration (IR) tasks, the challenge remains in efficiently generalizing and scaling up a model for multiple IR tasks. To strike a balance between efficiency and …
Color Image DenoisingGrayscale Image DenoisingImage DeblurringImage Restoration+4High-Perceptual Quality JPEG Decoding via Posterior Sampling
JPEG is arguably the most popular image coding format, achieving high compression ratios via lossy quantization that may create visual artifacts degradation. Numerous attempts to remove these artifacts were conceived ove…
JPEG Artifact CorrectionQuantizationSSIMVocal Bursts Intensity PredictionJPEG Artifact Correction using Denoising Diffusion Restoration Models
Diffusion models can be used as learned priors for solving various inverse problems. However, most existing approaches are restricted to linear inverse problems, limiting their applicability to more general cases. In thi…
DenoisingJPEG Artifact CorrectionSwin2SR: SwinV2 Transformer for Compressed Image Super-Resolution and Restoration
Compression plays an important role on the efficient transmission and storage of images and videos through band-limited systems such as streaming services, virtual reality or videogames. However, compression unavoidably …
Compressed Image Super-resolutionImage RestorationImage Super-ResolutionJPEG Artifact Correction+1Hypernetwork-Based Adaptive Image Restoration
Adaptive image restoration models can restore images with different degradation levels at inference time without the need to retrain the model. We present an approach that is highly accurate and allows a significant redu…
Color Image DenoisingDenoisingImage DenoisingImage Restoration+4Towards Flexible Blind JPEG Artifacts Removal
Training a single deep blind model to handle different quality factors for JPEG image artifacts removal has been attracting considerable attention due to its convenience for practical usage. However, existing deep blind …
Image CompressionImage Compression Artifact ReductionImage DeblockingImage Denoising+4