SOTAVerified

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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 101–150 of 281 papers

TitleStatusHype
Self-Conditioned Probabilistic Learning of Video RescalingCode1
Self-Supervised Adaptation for Video Super-ResolutionCode1
Self-Supervised Deep Blind Video Super-ResolutionCode1
Semantic Lens: Instance-Centric Semantic Alignment for Video Super-ResolutionCode1
Sliding Window Recurrent Network for Efficient Video Super-ResolutionCode1
Small Clips, Big Gains: Learning Long-Range Refocused Temporal Information for Video Super-ResolutionCode1
Space-Time-Aware Multi-Resolution Video EnhancementCode1
Spatio-temporal Vision Transformer for Super-resolution MicroscopyCode1
Stable Long-Term Recurrent Video Super-ResolutionCode1
STDAN: Deformable Attention Network for Space-Time Video Super-ResolutionCode1
TDAN: Temporally Deformable Alignment Network for Video Super-ResolutionCode1
TDAN: Temporally-Deformable Alignment Network for Video Super-ResolutionCode1
Learning Temporal Coherence via Self-Supervision for GAN-based Video GenerationCode1
Temporal Modulation Network for Controllable Space-Time Video Super-ResolutionCode1
TMP: Temporal Motion Propagation for Online Video Super-ResolutionCode1
Towards High-Quality and Efficient Video Super-Resolution via Spatial-Temporal Data OverfittingCode1
Towards Interpretable Video Super-Resolution via Alternating OptimizationCode1
Unsupervised Flow-Aligned Sequence-to-Sequence Learning for Video RestorationCode1
VCISR: Blind Single Image Super-Resolution with Video Compression Synthetic DataCode1
Video Enhancement with Task-Oriented FlowCode1
Video Super-Resolution TransformerCode1
Video Super-Resolution with Recurrent Structure-Detail NetworkCode1
Video Super-resolution with Temporal Group AttentionCode1
Zooming SlowMo: An Efficient One-Stage Framework for Space-Time Video Super-ResolutionCode1
Zooming Slow-Mo: Fast and Accurate One-Stage Space-Time Video Super-ResolutionCode1
Spatio-Temporal Perception-Distortion Trade-off in Learned Video SRCode0
Combining Contrastive and Supervised Learning for Video Super-Resolution DetectionCode0
3DSRnet: Video Super-resolution using 3D Convolutional Neural NetworksCode0
COMISR: Compression-Informed Video Super-ResolutionCode0
Deep Video Super-Resolution Network Using Dynamic Upsampling Filters Without Explicit Motion CompensationCode0
Intra-frame Object Tracking by DeblattingCode0
Learning a Single Convolutional Super-Resolution Network for Multiple DegradationsCode0
A Systematic Investigation on Deep Learning-Based Omnidirectional Image and Video Super-ResolutionCode0
Multiframe Motion Coupling for Video Super ResolutionCode0
Deformable Non-local Network for Video Super-ResolutionCode0
Progressive Fusion Video Super-Resolution Network via Exploiting Non-Local Spatio-Temporal CorrelationsCode0
FCA2: Frame Compression-Aware Autoencoder for Modular and Fast Compressed Video Super-ResolutionCode0
Detail-revealing Deep Video Super-resolutionCode0
Temporal Consistency Learning of inter-frames for Video Super-ResolutionCode0
A Lightweight Recurrent Grouping Attention Network for Video Super-ResolutionCode0
FISR: Deep Joint Frame Interpolation and Super-Resolution with a Multi-scale Temporal LossCode0
FLAIR: A Conditional Diffusion Framework with Applications to Face Video RestorationCode0
Dual-Stream Fusion Network for Spatiotemporal Video Super-ResolutionCode0
Store and Fetch Immediately: Everything Is All You Need for Space-Time Video Super-resolutionCode0
DaBiT: Depth and Blur informed Transformer for Joint Refocusing and Super-ResolutionCode0
spateGAN: Spatio-Temporal Downscaling of Rainfall Fields Using a cGAN ApproachCode0
Accurate Image Super-Resolution Using Very Deep Convolutional NetworksCode0
Deep Back-Projection Networks For Super-ResolutionCode0
Sub-frame Appearance and 6D Pose Estimation of Fast Moving ObjectsCode0
3DAttGAN: A 3D Attention-based Generative Adversarial Network for Joint Space-Time Video Super-ResolutionCode0
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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