SOTAVerified

Video Frame Interpolation

The goal of Video Frame Interpolation is to synthesize several frames in the middle of two adjacent frames of the original video. Video Frame Interpolation can be applied to generate slow motion video, increase video frame rate, and frame recovery in video streaming.

Source: Reducing the X-ray radiation exposure frequency in cardio-angiography via deep-learning based video interpolation

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 101–150 of 204 papers

TitleStatusHype
360VFI: A Dataset and Benchmark for Omnidirectional Video Frame Interpolation—0
Generalizable Implicit Motion Modeling for Video Frame Interpolation—0
Investigating Event-Based Cameras for Video Frame Interpolation in Sports—0
Video Frame Interpolation for Polarization via Swin-Transformer—0
From Sim-to-Real: Toward General Event-based Low-light Frame Interpolation with Per-scene Optimization—0
I^3Net: Inter-Intra-slice Interpolation Network for Medical Slice SynthesisCode0
Event-based Video Frame Interpolation with Edge Guided Motion Refinement—0
Motion-aware Latent Diffusion Models for Video Frame Interpolation—0
LADDER: An Efficient Framework for Video Frame Interpolation—0
Event-Enhanced Snapshot Compressive Videography at 10K FPS—0
Perception-Oriented Video Frame Interpolation via Asymmetric BlendingCode0
Benchmarking Video Frame Interpolation—0
Motion-Aware Video Frame Interpolation—0
Video Frame Interpolation via Direct Synthesis with the Event-based Reference—0
TTA-EVF: Test-Time Adaptation for Event-based Video Frame Interpolation via Reliable Pixel and Sample EstimationCode0
EVS-assisted Joint Deblurring Rolling-Shutter Correction and Video Frame Interpolation through Sensor Inverse Modeling—0
IQ-VFI: Implicit Quadratic Motion Estimation for Video Frame Interpolation—0
Video Frame Interpolation with Region-Distinguishable Priors from SAM—0
Perceptual Quality Assessment for Video Frame Interpolation—0
Video Frame Interpolation with Many-to-many Splatting and Spatial Selective Refinement—0
Three-Stage Cascade Framework for Blurry Video Frame Interpolation—0
IBVC: Interpolation-driven B-frame Video CompressionCode0
SportsSloMo: A New Benchmark and Baselines for Human-centric Video Frame Interpolation—0
Uncertainty-Guided Spatial Pruning Architecture for Efficient Frame Interpolation—0
Video Frame Interpolation with Flow Transformer—0
Revisiting Event-based Video Frame Interpolation—0
Video Frame Interpolation with Stereo Event and Intensity Camera—0
Efficient Convolution and Transformer-Based Network for Video Frame Interpolation—0
Self-supervised Learning of Event-guided Video Frame Interpolation for Rolling Shutter Frames—0
SPDER: Semiperiodic Damping-Enabled Object Representation—0
Neural Image Re-ExposureCode0
IDO-VFI: Identifying Dynamics via Optical Flow Guidance for Video Frame Interpolation with EventsCode0
Inter-frame Accelerate Attack against Video Interpolation Models—0
Dynamic Video Frame Interpolation with integrated Difficulty Pre-Assessment—0
MAEVI: Motion Aware Event-Based Video Frame InterpolationCode0
ST-MFNet Mini: Knowledge Distillation-Driven Frame InterpolationCode0
Range-Nullspace Video Frame Interpolation With Focalized Motion Estimation—0
Rethinking Video Frame Interpolation from Shutter Mode Induced Degradation—0
Frame Interpolation Transformer and Uncertainty Guidance—0
Flow Guidance Deformable Compensation Network for Video Frame Interpolation—0
H-VFI: Hierarchical Frame Interpolation for Videos with Large Motions—0
AdaFNIO: Adaptive Fourier Neural Interpolation Operator for video frame interpolationCode0
Progressive Motion Context Refine Network for Efficient Video Frame Interpolation—0
DeepHS-HDRVideo: Deep High Speed High Dynamic Range Video Reconstruction—0
BVI-VFI: A Video Quality Database for Video Frame InterpolationCode0
Video Interpolation by Event-driven Anisotropic Adjustment of Optical Flow—0
ATCA: an Arc Trajectory Based Model with Curvature Attention for Video Frame Interpolation—0
Meta-Interpolation: Time-Arbitrary Frame Interpolation via Dual Meta-Learning—0
Error-Aware Spatial Ensembles for Video Frame Interpolation—0
TTVFI: Learning Trajectory-Aware Transformer for Video Frame Interpolation—0
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All datasetsMSU Video Frame InterpolationVimeo90KX4K1000FPSUCF101MiddleburySNU-FILM (easy)SNU-FILM (extreme)SNU-FILM (hard)SNU-FILM (medium)Vid4 - 4x upscalingX4K1000FPS-2KXiph-2K

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1EMA-VFIPSNR29.89—Unverified
2UPR-Net LARGEPSNR29.73—Unverified
3DQBCPSNR29.45—Unverified
4EBME-HPSNR28.77—Unverified
5EBMEPSNR28.56—Unverified
6VFIformerPSNR28.34—Unverified
7FILMPSNR28.11—Unverified
8IFRNet_largePSNR28.04—Unverified
9CUREPSNR28.01—Unverified
10ABMEPSNR27.99—Unverified
#ModelMetricClaimedVerifiedStatus
1MA-CSPAPSNR36.76—Unverified
2EMA-VFIPSNR36.64—Unverified
3DQBCPSNR36.57—Unverified
4UPR-Net LARGEPSNR36.42—Unverified
5IFRNetPSNR36.2—Unverified
6EBME-H*PSNR36.19—Unverified
7ABMEPSNR36.18—Unverified
8SoftSplatPSNR36.1—Unverified
9FILMPSNR36.06—Unverified
10NCM-BasePSNR35.88—Unverified
#ModelMetricClaimedVerifiedStatus
1HiFIPSNR32.92—Unverified
2DBVIPSNR32.89—Unverified
3VFIMambaPSNR32.15—Unverified
4NCM-BasePSNR31.63—Unverified
5EMA-VFIPSNR31.46—Unverified
6BiFormerPSNR31.32—Unverified
7M2M-PWCPSNR30.81—Unverified
8UPR-Net largePSNR30.68—Unverified
9ECMNetPSNR30.51—Unverified
10fLDR-NetPSNR30.45—Unverified
#ModelMetricClaimedVerifiedStatus
1EMA-VFIPSNR35.48—Unverified
2UPR-Net LARGEPSNR35.47—Unverified
3VFIMambaPSNR35.45—Unverified
4DQBCPSNR35.44—Unverified
5MA-CSPAPSNR35.43—Unverified
6IFRNetPSNR35.42—Unverified
7EBME-H*PSNR35.41—Unverified
8SoftSplatPSNR35.39—Unverified
9ABMEPSNR35.38—Unverified
10CUREPSNR35.36—Unverified
#ModelMetricClaimedVerifiedStatus
1MA-CSPAPSNR38.83—Unverified
2FILMPSNR37.52—Unverified
3CDFIPSNR37.14—Unverified
4SepConv-L1Interpolation Error5.61—Unverified
5ToFlowInterpolation Error5.49—Unverified
6MEMC-NETInterpolation Error5.24—Unverified
7DAINInterpolation Error4.86—Unverified
8FRUCnetInterpolation Error4.78—Unverified
9BMBCInterpolation Error4.48—Unverified
10SoftSplatInterpolation Error4.22—Unverified
#ModelMetricClaimedVerifiedStatus
1ST-MFNetPSNR40.78—Unverified
2VFIMambaPSNR40.51—Unverified
3DBVIPSNR40.46—Unverified
4UPR-Net LARGEPSNR40.44—Unverified
5DQBCPSNR40.31—Unverified
6EBME-H*PSNR40.28—Unverified
7EMA-VFIPSNR39.98—Unverified
8CUREPSNR39.9—Unverified
#ModelMetricClaimedVerifiedStatus
1DBVIPSNR25.9—Unverified
2ST-MFNetPSNR25.81—Unverified
3VFIMambaPSNR25.79—Unverified
4EMA-VFIPSNR25.69—Unverified
5UPR-Net LARGEPSNR25.63—Unverified
6DQBCPSNR25.61—Unverified
7CUREPSNR25.44—Unverified
8EBME-H*PSNR25.4—Unverified
#ModelMetricClaimedVerifiedStatus
1ST-MFNetPSNR31.7—Unverified
2DBVIPSNR31.68—Unverified
3VFIMambaPSNR30.99—Unverified
4EMA-VFIPSNR30.94—Unverified
5DQBCPSNR30.94—Unverified
6UPR-Net LARGEPSNR30.86—Unverified
7CUREPSNR30.66—Unverified
8EBME-H*PSNR30.64—Unverified
#ModelMetricClaimedVerifiedStatus
1ST-MFNetPSNR37.11—Unverified
2DBVIPSNR36.95—Unverified
3VFIMambaPSNR36.4—Unverified
4UPR-Net LARGEPSNR36.29—Unverified
5DQBCPSNR36.25—Unverified
6EMA-VFIPSNR36.09—Unverified
7EBME-H*PSNR36.07—Unverified
8CUREPSNR35.94—Unverified
#ModelMetricClaimedVerifiedStatus
1VRTPSNR27.46—Unverified
2RSTT-LPSNR26.43—Unverified
3RSTT-MPSNR26.37—Unverified
4Zooming Slow-MoPSNR26.31—Unverified
5RSTT-SPSNR26.29—Unverified
#ModelMetricClaimedVerifiedStatus
1VFIMambaPSNR33.33—Unverified
2EMA-VFIPSNR32.85—Unverified
3M2M-PWCPSNR32.07—Unverified
4CUREPSNR30.05—Unverified
#ModelMetricClaimedVerifiedStatus
1VFIMambaPSNR37.13—Unverified
2EMA-VFIPSNR36.9—Unverified
3FILMPSNR36.66—Unverified
4M2M-PWCPSNR36.45—Unverified
#ModelMetricClaimedVerifiedStatus
1EMA-VFIPSNR34.67—Unverified
2VFIMambaPSNR34.62—Unverified
3FILMPSNR33.78—Unverified
4CUREPSNR30.94—Unverified
#ModelMetricClaimedVerifiedStatus
1RIFELPIPS0.14—Unverified
2EMA-VFILPIPS0.03—Unverified
3FLAVRLPIPS0.03—Unverified
#ModelMetricClaimedVerifiedStatus
1DBVIPSNR28.61—Unverified
2ST-MFNetPSNR28.29—Unverified
#ModelMetricClaimedVerifiedStatus
1DBVIPSNR31.73—Unverified
2FLAVRPSNR31.31—Unverified
#ModelMetricClaimedVerifiedStatus
1M2M-PWCPSNR29.03—Unverified
#ModelMetricClaimedVerifiedStatus
1CUREPSNR36.24—Unverified
#ModelMetricClaimedVerifiedStatus
1ST-MFNetPSNR29.18—Unverified
#ModelMetricClaimedVerifiedStatus
1M2M-PWCPSNR33.93—Unverified