| BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and Alignment | Apr 27, 2021 | Analog Video RestorationSnow Removal | CodeCode Available | 3 |
| UVEB: A Large-scale Benchmark and Baseline Towards Real-World Underwater Video Enhancement | Apr 22, 2024 | 4kImage Enhancement | CodeCode Available | 2 |
| Towards Real-world Event-guided Low-light Video Enhancement and Deblurring | Aug 27, 2024 | DeblurringVideo Enhancement | CodeCode Available | 2 |
| Noise Calibration: Plug-and-play Content-Preserving Video Enhancement using Pre-trained Video Diffusion Models | Jul 14, 2024 | DenoisingVideo Enhancement | CodeCode Available | 2 |
| DiffIR2VR-Zero: Zero-Shot Video Restoration with Diffusion-based Image Restoration Models | Jul 1, 2024 | DenoisingImage Restoration | CodeCode Available | 2 |
| Unifying Motion Deblurring and Frame Interpolation with Events | Mar 23, 2022 | DeblurringSelf-Supervised Learning | CodeCode Available | 1 |
| Low-Light Image and Video Enhancement Using Deep Learning: A Survey | Apr 21, 2021 | Face DetectionImage Enhancement | CodeCode Available | 1 |
| Spatio-temporal deformable convolution for compressed video quality enhancement | Apr 3, 2020 | Video EnhancementVideo Restoration | CodeCode Available | 1 |
| Video Object Segmentation-aware Video Frame Interpolation | Jan 1, 2023 | ObjectPose Estimation | CodeCode Available | 1 |
| Unsupervised Flow-Aligned Sequence-to-Sequence Learning for Video Restoration | May 20, 2022 | DeblurringOptical Flow Estimation | CodeCode Available | 1 |
| End-To-End Underwater Video Enhancement: Dataset and Model | Mar 18, 2024 | Image EnhancementVideo Enhancement | CodeCode Available | 1 |
| VDPVE: VQA Dataset for Perceptual Video Enhancement | Mar 16, 2023 | Deblurringvalid | CodeCode Available | 1 |
| Learning Temporal Consistency for Low Light Video Enhancement From Single Images | Jun 19, 2021 | Optical Flow EstimationVideo Enhancement | CodeCode Available | 1 |
| Learning Spatiotemporal Frequency-Transformer for Compressed Video Super-Resolution | Aug 5, 2022 | Super-ResolutionVideo Enhancement | CodeCode Available | 1 |
| Coherent Event Guided Low-Light Video Enhancement | Jan 1, 2023 | Video Enhancement | CodeCode Available | 1 |
| STAR: A Structure-Aware Lightweight Transformer for Real-Time Image Enhancement | Jan 1, 2021 | Color ConstancyImage Enhancement | CodeCode Available | 1 |
| Space-Time-Aware Multi-Resolution Video Enhancement | Mar 30, 2020 | Super-ResolutionVideo Enhancement | CodeCode Available | 1 |
| Towards Interpretable Video Super-Resolution via Alternating Optimization | Jul 21, 2022 | DeblurringSpace-time Video Super-resolution | CodeCode Available | 1 |
| Unrolled Decomposed Unpaired Learning for Controllable Low-Light Video Enhancement | Aug 22, 2024 | Image EnhancementLow-Light Image Enhancement | CodeCode Available | 1 |
| Learning Spatiotemporal Frequency-Transformer for Low-Quality Video Super-Resolution | Dec 27, 2022 | Super-ResolutionVideo Enhancement | CodeCode Available | 1 |
| Video Enhancement with Task-Oriented Flow | Nov 24, 2017 | DenoisingMotion Estimation | CodeCode Available | 1 |
| Video Harmonization with Triplet Spatio-Temporal Variation Patterns | Jan 1, 2024 | TripletVideo Enhancement | CodeCode Available | 1 |
| NTIRE 2025 Challenge on UGC Video Enhancement: Methods and Results | May 5, 2025 | Video Enhancement | CodeCode Available | 1 |
| Light-VQA: A Multi-Dimensional Quality Assessment Model for Low-Light Video Enhancement | May 16, 2023 | Video EnhancementVideo Quality Assessment | CodeCode Available | 1 |
| Compression-Aware Video Super-Resolution | Jan 1, 2023 | Model CompressionSuper-Resolution | CodeCode Available | 1 |
| EDVR: Video Restoration with Enhanced Deformable Convolutional Networks | May 7, 2019 | DeblurringSuper-Resolution | CodeCode Available | 1 |
| NNVISR: Bring Neural Network Video Interpolation and Super Resolution into Video Processing Framework | Aug 6, 2023 | DenoisingSuper-Resolution | CodeCode Available | 1 |
| FastLLVE: Real-Time Low-Light Video Enhancement with Intensity-Aware Lookup Table | Aug 13, 2023 | Video Enhancement | CodeCode Available | 1 |
| Dancing in the Dark: A Benchmark towards General Low-light Video Enhancement | Jan 1, 2023 | Video Enhancement | CodeCode Available | 1 |
| Binarized Low-light Raw Video Enhancement | Mar 29, 2024 | DenoisingVideo Enhancement | CodeCode Available | 1 |
| Seeing Dynamic Scene in the Dark: A High-Quality Video Dataset With Mechatronic Alignment | Jan 1, 2021 | Low-Light Image EnhancementVideo Enhancement | CodeCode Available | 1 |
| Light-VQA+: A Video Quality Assessment Model for Exposure Correction with Vision-Language Guidance | May 6, 2024 | Exposure CorrectionVideo Enhancement | CodeCode Available | 1 |
| NTIRE 2021 Challenge on Quality Enhancement of Compressed Video: Dataset and Study | Apr 21, 2021 | Video Enhancement | CodeCode Available | 1 |
| Implicit View-Time Interpolation of Stereo Videos using Multi-Plane Disparities and Non-Uniform Coordinates | Mar 30, 2023 | DecoderNovel View Synthesis | CodeCode Available | 1 |
| Blurry Video Frame Interpolation | Feb 27, 2020 | DeblurringVideo Enhancement | CodeCode Available | 1 |
| Semantic-Guided Zero-Shot Learning for Low-Light Image/Video Enhancement | Oct 3, 2021 | Image EnhancementLow-Light Image Enhancement | 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 |
| Fast Unsupervised Tensor Restoration via Low-rank Deconvolution | Jun 15, 2024 | DenoisingImage Denoising | —Unverified | 0 |
| Fast and Accurate: Video Enhancement using Sparse Depth | Mar 15, 2021 | DeblurringDenoising | —Unverified | 0 |
| EvLight++: Low-Light Video Enhancement with an Event Camera: A Large-Scale Real-World Dataset, Novel Method, and More | Aug 29, 2024 | Depth Estimationfeature selection | —Unverified | 0 |
| Low-Light Video Enhancement with Synthetic Event Guidance | Aug 23, 2022 | Autonomous DrivingImage Enhancement | —Unverified | 0 |
| EventAid: Benchmarking Event-aided Image/Video Enhancement Algorithms with Real-captured Hybrid Dataset | Dec 13, 2023 | BenchmarkingDeblurring | —Unverified | 0 |
| Enhancing Underexposed Photos using Perceptually Bidirectional Similarity | Jul 25, 2019 | Video Enhancement | —Unverified | 0 |
| Long Scale Error Control in Low Light Image and Video Enhancement Using Equivariance | Jun 2, 2022 | QuantizationVideo Enhancement | —Unverified | 0 |
| Enhancement or Super-Resolution: Learning-based Adaptive Video Streaming with Client-Side Video Processing | Jan 20, 2022 | Deep Reinforcement LearningSuper-Resolution | —Unverified | 0 |
| A Survey on Super Resolution for video Enhancement Using GAN | Dec 27, 2023 | SSIMSuper-Resolution | —Unverified | 0 |
| LU2Net: A Lightweight Network for Real-time Underwater Image Enhancement | Jun 21, 2024 | Image EnhancementObject Tracking | —Unverified | 0 |
| Leveraging Video Coding Knowledge for Deep Video Enhancement | Feb 27, 2023 | Video CompressionVideo Enhancement | —Unverified | 0 |
| Learnt Deep Hyperparameter selection in Adversarial Training for compressed video enhancement with perceptual critic | Feb 28, 2023 | feature selectionVideo Enhancement | —Unverified | 0 |
| Learning to See Moving Objects in the Dark | Oct 1, 2019 | MiscellaneousVideo Enhancement | —Unverified | 0 |
