| VRT: A Video Restoration Transformer | Jan 28, 2022 | DeblurringDenoising | CodeCode Available | 3 |
| BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and Alignment | Apr 27, 2021 | Analog Video RestorationSnow Removal | CodeCode Available | 3 |
| Discrete Prior-based Temporal-coherent Content Prediction for Blind Face Video Restoration | Jan 17, 2025 | Video Restoration | CodeCode Available | 2 |
| Efficient Video Face Enhancement with Enhanced Spatial-Temporal Consistency | Nov 25, 2024 | QuantizationVideo Restoration | CodeCode Available | 2 |
| Learning Truncated Causal History Model for Video Restoration | Oct 4, 2024 | DeblurringDenoising | CodeCode Available | 2 |
| RainMamba: Enhanced Locality Learning with State Space Models for Video Deraining | Jul 31, 2024 | Optical Flow EstimationRain Removal | CodeCode Available | 2 |
| DiffIR2VR-Zero: Zero-Shot Video Restoration with Diffusion-based Image Restoration Models | Jul 1, 2024 | DenoisingImage Restoration | CodeCode Available | 2 |
| On the Generalization of BasicVSR++ to Video Deblurring and Denoising | Apr 11, 2022 | DeblurringDenoising | CodeCode Available | 2 |
| Zero-to-Hero: Zero-Shot Initialization Empowering Reference-Based Video Appearance Editing | May 29, 2025 | Optical Flow EstimationVideo Editing | CodeCode Available | 1 |
| SwinTExCo: Exemplar-based video colorization using Swin Transformer | Jan 15, 2025 | ColorizationVideo Restoration | CodeCode Available | 1 |
| Making Old Film Great Again: Degradation-aware State Space Model for Old Film Restoration | Jan 1, 2025 | MambaVideo Restoration | CodeCode Available | 1 |
| Reversing the Damage: A QP-Aware Transformer-Diffusion Approach for 8K Video Restoration under Codec Compression | Dec 12, 2024 | 4k8k | CodeCode Available | 1 |
| Quanta Video Restoration | Oct 19, 2024 | Video Restoration | CodeCode Available | 1 |
| Collaborative Feedback Discriminative Propagation for Video Super-Resolution | Apr 6, 2024 | Super-ResolutionVideo Reconstruction | CodeCode Available | 1 |
| Decoupling Degradations with Recurrent Network for Video Restoration in Under-Display Camera | Mar 8, 2024 | Image RestorationVideo Restoration | CodeCode Available | 1 |
| Toward Accurate and Temporally Consistent Video Restoration from Raw Data | Dec 25, 2023 | DemosaickingDenoising | CodeCode Available | 1 |
| Restoration of Analog Videos Using Swin-UNet | Nov 7, 2023 | Analog Video RestorationVideo Restoration | CodeCode Available | 1 |
| Reference-based Restoration of Digitized Analog Videotapes | Oct 20, 2023 | Analog Video RestorationArtifact Detection | CodeCode Available | 1 |
| A Simple Baseline for Video Restoration with Grouped Spatial-temporal Shift | Jun 22, 2022 | DeblurringDenoising | CodeCode Available | 1 |
| Recurrent Video Restoration Transformer with Guided Deformable Attention | Jun 5, 2022 | Analog Video RestorationDeblurring | CodeCode Available | 1 |
| Unsupervised Flow-Aligned Sequence-to-Sequence Learning for Video Restoration | May 20, 2022 | DeblurringOptical Flow Estimation | CodeCode Available | 1 |
| Progressive Training of A Two-Stage Framework for Video Restoration | Apr 21, 2022 | Super-ResolutionTransfer Learning | CodeCode Available | 1 |
| VDTR: Video Deblurring with Transformer | Apr 17, 2022 | DeblurringDecoder | CodeCode Available | 1 |
| Unidirectional Video Denoising by Mimicking Backward Recurrent Modules with Look-ahead Forward Ones | Apr 12, 2022 | DenoisingVideo Denoising | CodeCode Available | 1 |
| Self-Supervised Deep Blind Video Super-Resolution | Jan 19, 2022 | Optical Flow EstimationSelf-Supervised Learning | CodeCode Available | 1 |
| Transcoded Video Restoration by Temporal Spatial Auxiliary Network | Dec 15, 2021 | Video EditingVideo Restoration | CodeCode Available | 1 |
| Deep Recurrent Neural Network with Multi-scale Bi-directional Propagation for Video Deblurring | Dec 9, 2021 | DeblurringVideo Deblurring | CodeCode Available | 1 |
| Revisiting Temporal Alignment for Video Restoration | Nov 30, 2021 | DeblurringDenoising | CodeCode Available | 1 |
| DeMFI: Deep Joint Deblurring and Multi-Frame Interpolation with Flow-Guided Attentive Correlation and Recursive Boosting | Nov 19, 2021 | DeblurringVideo Enhancement | CodeCode Available | 1 |
| Spatio-temporal deformable convolution for compressed video quality enhancement | Apr 3, 2020 | Video EnhancementVideo Restoration | CodeCode Available | 1 |
| EDVR: Video Restoration with Enhanced Deformable Convolutional Networks | May 7, 2019 | DeblurringSuper-Resolution | CodeCode Available | 1 |
| Unsupervised Methods for Video Quality Improvement: A Survey of Restoration and Enhancement Techniques | Jul 11, 2025 | Video Restoration | —Unverified | 0 |
| WonderFree: Enhancing Novel View Quality and Cross-View Consistency for 3D Scene Exploration | Jun 25, 2025 | 3D GenerationScene Generation | —Unverified | 0 |
| Plug-and-Play Linear Attention for Pre-trained Image and Video Restoration Models | Jun 10, 2025 | CPUDeblurring | CodeCode Available | 0 |
| SeedVR2: One-Step Video Restoration via Diffusion Adversarial Post-Training | Jun 5, 2025 | Image RestorationVideo Restoration | —Unverified | 0 |
| Joint Flow And Feature Refinement Using Attention For Video Restoration | May 22, 2025 | DeblurringDenoising | —Unverified | 0 |
| Semi-Supervised State-Space Model with Dynamic Stacking Filter for Real-World Video Deraining | May 22, 2025 | object-detectionObject Detection | —Unverified | 0 |
| Person Recognition at Altitude and Range: Fusion of Face, Body Shape and Gait | May 7, 2025 | Face RecognitionPerson Recognition | —Unverified | 0 |
| Solving Copyright Infringement on Short Video Platforms: Novel Datasets and an Audio Restoration Deep Learning Pipeline | Apr 30, 2025 | Music Source SeparationVideo Restoration | —Unverified | 0 |
| UniFlowRestore: A General Video Restoration Framework via Flow Matching and Prompt Guidance | Apr 12, 2025 | DenoisingSSIM | —Unverified | 0 |
| How I Warped Your Noise: a Temporally-Correlated Noise Prior for Diffusion Models | Apr 3, 2025 | Video EditingVideo Generation | —Unverified | 0 |
| Temporal-Consistent Video Restoration with Pre-trained Diffusion Models | Mar 19, 2025 | Optical Flow EstimationVideo Restoration | —Unverified | 0 |
| Removing Multiple Hybrid Adverse Weather in Video via a Unified Model | Mar 8, 2025 | BenchmarkingVideo Restoration | —Unverified | 0 |
| UDC-VIT: A Real-World Video Dataset for Under-Display Cameras | Jan 30, 2025 | Face RecognitionSSIM | CodeCode Available | 0 |
| LLVD: LSTM-based Explicit Motion Modeling in Latent Space for Blind Video Denoising | Jan 10, 2025 | DenoisingVideo Denoising | —Unverified | 0 |
| TDM: Temporally-Consistent Diffusion Model for All-in-One Real-World Video Restoration | Jan 4, 2025 | AllDenoising | —Unverified | 0 |
| SeedVR: Seeding Infinity in Diffusion Transformer Towards Generic Video Restoration | Jan 2, 2025 | Video Restoration | —Unverified | 0 |
| Dynamic Content Prediction with Motion-aware Priors for Blind Face Video Restoration | Jan 1, 2025 | Blind Face RestorationVideo Restoration | —Unverified | 0 |
| Hazy Low-Quality Satellite Video Restoration Via Learning Optimal Joint Degradation Patterns and Continuous-Scale Super-Resolution Reconstruction | Jan 1, 2025 | Super-ResolutionVideo Restoration | —Unverified | 0 |
| CompactFlowNet: Efficient Real-time Optical Flow Estimation on Mobile Devices | Dec 17, 2024 | Action RecognitionMotion Estimation | —Unverified | 0 |
