SOTAVerified

Video Restoration

Papers

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Showing 51–99 of 99 papers

TitleStatusHype
DiffMVR: Diffusion-based Automated Multi-Guidance Video Restoration—0
Adapting MIMO video restoration networks to low latency constraints—0
Physical prior guided cooperative learning framework for joint turbulence degradation estimation and infrared video restoration—0
DeTurb: Atmospheric Turbulence Mitigation with Deformable 3D Convolutions and 3D Swin Transformers—0
MNeRV: A Multilayer Neural Representation for VideosCode0
Zero-Shot Video Restoration and Enhancement Using Pre-Trained Image Diffusion ModelCode0
DaBiT: Depth and Blur informed Transformer for Joint Refocusing and Super-ResolutionCode0
HR-INR: Continuous Space-Time Video Super-Resolution via Event CameraCode0
SC-HVPPNet: Spatial and Channel Hybrid-Attention Video Post-Processing Network with CNN and Transformer—0
Turb-Seg-Res: A Segment-then-Restore Pipeline for Dynamic Videos with Atmospheric Turbulence—0
A New Multi-Picture Architecture for Learned Video Deinterlacing and Demosaicing with Parallel Deformable Convolution and Self-Attention BlocksCode0
VJT: A Video Transformer on Joint Tasks of Deblurring, Low-light Enhancement and Denoising—0
MR-VNet: Media Restoration using Volterra Networks—0
ViStripformer: A Token-Efficient Transformer for Versatile Video RestorationCode0
ConVRT: Consistent Video Restoration Through Turbulence with Test-time Optimization of Neural Video Representations—0
FLAIR: A Conditional Diffusion Framework with Applications to Face Video RestorationCode0
A New Real-World Video Dataset for the Comparison of Defogging Algorithms—0
Deep Video Restoration for Under-Display Camera—0
Cross-Consistent Deep Unfolding Network for Adaptive All-In-One Video Restoration—0
Dual Inverse Degradation Network for Real-World SDRTV-to-HDRTV Conversion—0
Neural Image Re-ExposureCode0
Unlocking Masked Autoencoders as Loss Function for Image and Video Restoration—0
ReBotNet: Fast Real-time Video Enhancement—0
Learning Physical-Spatio-Temporal Features for Video Shadow Removal—0
Leveraging Video Coding Knowledge for Deep Video Enhancement—0
Multi-task Video Enhancement for Dental Interventions—0
Multi-Field De-interlacing using Deformable Convolution Residual Blocks and Self-Attention—0
Video Restoration with a Deep Plug-and-Play Prior—0
Restoration of User Videos Shared on Social MediaCode0
Imaging through the Atmosphere using Turbulence Mitigation Transformer—0
Task Agnostic Restoration of Natural Video DynamicsCode0
Long Scale Error Control in Low Light Image and Video Enhancement Using Equivariance—0
Neural Compression-Based Feature Learning for Video Restoration—0
Influence-guided Data Augmentation for Neural Tensor CompletionCode0
On the Computation of PSNR for a Set of Images or Video—0
Restoration of Video Frames from a Single Blurred Image with Motion Understanding—0
Let's See Clearly: Contaminant Artifact Removal for Moving Cameras—0
Editorial: Introduction to the Issue on Deep Learning for Image/Video Restoration and Compression—0
A comprehensive survey on video frame interpolation techniques—0
EVRNet: Efficient Video Restoration on Edge Devices—0
Deep Multi-modality Soft-decoding of Very Low Bit-rate Face Videos—0
Proposal-based Video Completion—0
Learning the Loss Functions in a Discriminative Space for Video Restoration—0
Restore from Restored: Video Restoration with Pseudo Clean Video—0
MFQE 2.0: A New Approach for Multi-frame Quality Enhancement on Compressed VideoCode0
Spatio-temporal Transformer Network for Video Restoration—0
A Haar Wavelet-Based Perceptual Similarity Index for Image Quality Assessment—0
Video Restoration Against Yin-Yang Phasing—0
Grassmann Averages for Scalable Robust PCA—0
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All datasetsSEPE 8KUVG

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DiQP on AV1 with QP 255Average PSNR (dB)34.87—Unverified
2DiQP on HVEC with QP 51Average PSNR (dB)34.2—Unverified
#ModelMetricClaimedVerifiedStatus
1DiQP on AV1 with QP 255Average PSNR (dB)32.55—Unverified
2DiQP on HVEC with QP 51Average PSNR (dB)31.97—Unverified