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Video Super-Resolution

Video Super-Resolution is a computer vision task that aims to increase the resolution of a video sequence, typically from lower to higher resolutions. The goal is to generate high-resolution video frames from low-resolution input, improving the overall quality of the video.

( Image credit: Detail-revealing Deep Video Super-Resolution )

Papers

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Showing 101–150 of 281 papers

TitleStatusHype
Learning Data-Driven Vector-Quantized Degradation Model for Animation Video Super-ResolutionCode1
Towards High-Quality and Efficient Video Super-Resolution via Spatial-Temporal Data OverfittingCode1
DeblurSR: Event-Based Motion Deblurring Under the Spiking RepresentationCode1
Online Streaming Video Super-Resolution with Convolutional Look-Up Table—0
Continuous Space-Time Video Super-Resolution Utilizing Long-Range Temporal Information—0
In-situ monitoring additive manufacturing process with AI edge computing—0
Multi-Frequency Representation Enhancement with Privilege Information for Video Super-Resolution—0
Compression-Aware Video Super-ResolutionCode1
Learning Spatiotemporal Frequency-Transformer for Low-Quality Video Super-ResolutionCode1
Cross-Resolution Flow Propagation for Foveated Video Super-ResolutionCode1
Reference-based Image and Video Super-Resolution via C2-MatchingCode2
Mitigating Artifacts in Real-World Video Super-Resolution ModelsCode1
Benchmark Dataset and Effective Inter-Frame Alignment for Real-World Video Super-ResolutionCode1
SATVSR: Scenario Adaptive Transformer for Cross Scenarios Video Super-Resolution—0
Power Efficient Video Super-Resolution on Mobile NPUs with Deep Learning, Mobile AI & AIM 2022 challenge: Report—0
Temporal Consistency Learning of inter-frames for Video Super-ResolutionCode0
Video super-resolution for single-photon LIDAR—0
A Codec Information Assisted Framework for Efficient Compressed Video Super-Resolution—0
Deep Learning based Super-Resolution for Medical Volume Visualization with Direct Volume Rendering—0
Scalable Neural Video Representations with Learnable Positional FeaturesCode1
Imagen Video: High Definition Video Generation with Diffusion Models—0
Real-RawVSR: Real-World Raw Video Super-Resolution with a Benchmark DatasetCode1
ELSR: Extreme Low-Power Super Resolution Network For Mobile DevicesCode0
Sliding Window Recurrent Network for Efficient Video Super-ResolutionCode1
Learning Spatiotemporal Frequency-Transformer for Compressed Video Super-ResolutionCode1
Online Video Super-Resolution with Convolutional Kernel Bypass Graft—0
NeuriCam: Key-Frame Video Super-Resolution and Colorization for IoT CamerasCode1
Towards Interpretable Video Super-Resolution via Alternating OptimizationCode1
Geometry-Aware Reference Synthesis for Multi-View Image Super-Resolution—0
Enhancing Space-time Video Super-resolution via Spatial-temporal Feature InteractionCode1
Rethinking Alignment in Video Super-Resolution TransformersCode1
Boosting Video Super Resolution with Patch-Based Temporal Redundancy OptimizationCode1
You Only Align Once: Bidirectional Interaction for Spatial-Temporal Video Super-Resolution—0
Deep Parametric 3D Filters for Joint Video Denoising and Illumination Enhancement in Video Super ResolutionCode1
Structured Sparsity Learning for Efficient Video Super-ResolutionCode1
AnimeSR: Learning Real-World Super-Resolution Models for Animation VideosCode2
VideoINR: Learning Video Implicit Neural Representation for Continuous Space-Time Super-ResolutionCode2
Recurrent Video Restoration Transformer with Guided Deformable AttentionCode1
Unsupervised Flow-Aligned Sequence-to-Sequence Learning for Video RestorationCode1
Combining Contrastive and Supervised Learning for Video Super-Resolution DetectionCode0
Spatial-Temporal Space Hand-in-Hand: Spatial-Temporal Video Super-Resolution via Cycle-Projected Mutual Learning—0
Accelerating the Training of Video Super-Resolution ModelsCode0
None Class Ranking Loss for Document-Level Relation ExtractionCode1
A New Dataset and Transformer for Stereoscopic Video Super-ResolutionCode1
Progressive Training of A Two-Stage Framework for Video RestorationCode1
Look Back and Forth: Video Super-Resolution with Explicit Temporal Difference ModelingCode1
On the Generalization of BasicVSR++ to Video Deblurring and DenoisingCode2
Learning Trajectory-Aware Transformer for Video Super-ResolutionCode2
Reference-based Video Super-Resolution Using Multi-Camera Video TripletsCode2
RSTT: Real-time Spatial Temporal Transformer for Space-Time Video Super-ResolutionCode1
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All datasetsMSU Super-Resolution for Video CompressionMSU Video Upscalers: Quality EnhancementMSU Video Super Resolution Benchmark: Detail RestorationVid4 - 4x upscalingVid4 - 4x upscaling - BD degradationREDS4- 4x upscalingUDM10 - 4x upscalingUltra Video Group HD - 4x upscalingFalling ObjectsTbDTbD-3DVimeo90K

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1bicubic + uavs3eBSQ-rate over ERQA21.97—Unverified
2bicubic + aomencBSQ-rate over ERQA21.97—Unverified
3RealSR + vvencBSQ-rate over ERQA21.97—Unverified
4bicubic + vvencBSQ-rate over ERQA21.97—Unverified
5TMNet + aomencBSQ-rate over ERQA21.8—Unverified
6TMNet + vvencBSQ-rate over ERQA21.3—Unverified
7RSDN + aomencBSQ-rate over ERQA20.62—Unverified
8RSDN + uavs3eBSQ-rate over ERQA18.33—Unverified
9EGVSR + aomencBSQ-rate over ERQA16.73—Unverified
10bicubic + x265BSQ-rate over ERQA16.01—Unverified
#ModelMetricClaimedVerifiedStatus
1LGFNSSIM0.94—Unverified
2iSeeBetterSSIM0.94—Unverified
3DBVSRSSIM0.94—Unverified
4SOF-VSRSSIM0.94—Unverified
5FRVSRSSIM0.94—Unverified
6ESRGANSSIM0.94—Unverified
7SPMCSSIM0.93—Unverified
8TecoGANSSIM0.93—Unverified
9DRRNSSIM0.93—Unverified
10VESPCNSSIM0.93—Unverified
#ModelMetricClaimedVerifiedStatus
1VRTSubjective score7.63—Unverified
2BasicVSRSubjective score7.19—Unverified
3RBPNSubjective score7.07—Unverified
4DBVSRSubjective score6.95—Unverified
5iSeeBetterSubjective score6.81—Unverified
6LGFNSubjective score6.51—Unverified
7DynaVSR-RSubjective score6.14—Unverified
8TMNetSubjective score6—Unverified
9COMISRSubjective score5.64—Unverified
10RSDNSubjective score5.57—Unverified
#ModelMetricClaimedVerifiedStatus
1VideoGigaGANPSNR27.04—Unverified
2TecoGAN⊖PSNR25.89—Unverified
3TecoGANPSNR25.57—Unverified
4EvTexture+SSIM0.9—Unverified
5EvTextureSSIM0.89—Unverified
6IARTSSIM0.85—Unverified
7MIA-VSRSSIM0.85—Unverified
8CFD-PSRTSSIM0.85—Unverified
9PSRT-recurrentSSIM0.85—Unverified
10RVRTSSIM0.85—Unverified
#ModelMetricClaimedVerifiedStatus
1RVRTPSNR29.54—Unverified
2VRTPSNR29.42—Unverified
3BasicVSR++PSNR29.04—Unverified
4FTVSRPSNR28.7—Unverified
5GOVSRPSNR28.41—Unverified
6TTVSRPSNR28.4—Unverified
7IconVSRPSNR28.04—Unverified
8BasicVSRPSNR27.96—Unverified