SOTAVerified

Video Enhancement

Papers

Showing 150 of 110 papers

TitleStatusHype
BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentCode3
Towards Real-world Event-guided Low-light Video Enhancement and DeblurringCode2
UVEB: A Large-scale Benchmark and Baseline Towards Real-World Underwater Video EnhancementCode2
DiffIR2VR-Zero: Zero-Shot Video Restoration with Diffusion-based Image Restoration ModelsCode2
Noise Calibration: Plug-and-play Content-Preserving Video Enhancement using Pre-trained Video Diffusion ModelsCode2
Unrolled Decomposed Unpaired Learning for Controllable Low-Light Video EnhancementCode1
Unsupervised Flow-Aligned Sequence-to-Sequence Learning for Video RestorationCode1
Coherent Event Guided Low-Light Video EnhancementCode1
NTIRE 2025 Challenge on UGC Video Enhancement: Methods and ResultsCode1
Semantic-Guided Zero-Shot Learning for Low-Light Image/Video EnhancementCode1
STAR: A Structure-Aware Lightweight Transformer for Real-Time Image EnhancementCode1
Compression-Aware Video Super-ResolutionCode1
FastLLVE: Real-Time Low-Light Video Enhancement with Intensity-Aware Lookup TableCode1
Learning Spatiotemporal Frequency-Transformer for Compressed Video Super-ResolutionCode1
Learning Temporal Consistency for Low Light Video Enhancement From Single ImagesCode1
Light-VQA+: A Video Quality Assessment Model for Exposure Correction with Vision-Language GuidanceCode1
Video Object Segmentation-aware Video Frame InterpolationCode1
Light-VQA: A Multi-Dimensional Quality Assessment Model for Low-Light Video EnhancementCode1
NTIRE 2021 Challenge on Quality Enhancement of Compressed Video: Dataset and StudyCode1
Learning Spatiotemporal Frequency-Transformer for Low-Quality Video Super-ResolutionCode1
EDVR: Video Restoration with Enhanced Deformable Convolutional NetworksCode1
Seeing Dynamic Scene in the Dark: A High-Quality Video Dataset With Mechatronic AlignmentCode1
End-To-End Underwater Video Enhancement: Dataset and ModelCode1
Spatio-temporal deformable convolution for compressed video quality enhancementCode1
VDPVE: VQA Dataset for Perceptual Video EnhancementCode1
Towards Interpretable Video Super-Resolution via Alternating OptimizationCode1
NNVISR: Bring Neural Network Video Interpolation and Super Resolution into Video Processing FrameworkCode1
Binarized Low-light Raw Video EnhancementCode1
Dancing in the Dark: A Benchmark towards General Low-light Video EnhancementCode1
Unifying Motion Deblurring and Frame Interpolation with EventsCode1
Space-Time-Aware Multi-Resolution Video EnhancementCode1
Video Enhancement with Task-Oriented FlowCode1
Low-Light Image and Video Enhancement Using Deep Learning: A SurveyCode1
Implicit View-Time Interpolation of Stereo Videos using Multi-Plane Disparities and Non-Uniform CoordinatesCode1
Blurry Video Frame InterpolationCode1
Video Harmonization with Triplet Spatio-Temporal Variation PatternsCode1
DeMFI: Deep Joint Deblurring and Multi-Frame Interpolation with Flow-Guided Attentive Correlation and Recursive BoostingCode1
From Events to Enhancement: A Survey on Event-Based Imaging TechnologiesCode0
CVEGAN: A Perceptually-inspired GAN for Compressed Video EnhancementCode0
UnDIVE: Generalized Underwater Video Enhancement Using Generative PriorsCode0
Remote Heart Rate Measurement from Highly Compressed Facial Videos: an End-to-end Deep Learning Solution with Video EnhancementCode0
Patch-Wise Spatial-Temporal Quality Enhancement for HEVC Compressed VideoCode0
PMQ-VE: Progressive Multi-Frame Quantization for Video EnhancementCode0
BVI-Lowlight: Fully Registered Benchmark Dataset for Low-Light Video EnhancementCode0
Learning Exposure Correction in Dynamic ScenesCode0
Neural Image Re-ExposureCode0
MFQE 2.0: A New Approach for Multi-frame Quality Enhancement on Compressed VideoCode0
Multi-Frame Quality Enhancement for Compressed VideoCode0
NIR-assisted Video Enhancement via Unpaired 24-hour DataCode0
Illumination Histogram Consistency Metric for Quantitative Assessment of Video SequencesCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BasicVSR++Incremental PSNR1.1Unverified
2S2SVRIncremental PSNR0.93Unverified
3STDFIncremental PSNR0.83Unverified
4EDVRIncremental PSNR0.75Unverified
5MFQE 2.0Incremental PSNR0.56Unverified
6MFQE 1.0Incremental PSNR0.46Unverified