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Multi-frame Video Interpolation on X 4K (test)

32.92PSNRHiFI
19.046422.648226.2529.8518Mar 30, 2021Oct 31, 2021Jun 4, 2022Jan 6, 2023Aug 10, 2023Mar 13, 2024Oct 15, 2024

Evaluation results

MethodLinks
HiFITraining dataset=Vimeo + X-TRAIN + Raw videos2024.1032.920.931—
VFIMambaTraining Dataset=Vimeo-90K + X-TRAIN2024.0732.150.9246—
HiFITraining dataset=Vimeo + X-TRAIN2024.1032.030.918—
VFIMamba-STraining Dataset=Vimeo-90K + X-TRAIN2024.0731.730.9238—
EMA-VFITraining dataset=Vimeo (+septuplet for X-TEST)2024.1031.460.916—
SGM-VFITraining Dataset=Vimeo-90K + X-TRAIN2024.0731.350.9179—
BiFormerTraining Dataset=Vimeo-90K + X-TRAIN2024.0731.320.9215—
BiFormerTraining dataset=Vimeo + X-TRAIN2024.1031.320.921—
AMT-GTraining Dataset=Vimeo-90K2024.0731.120.9157—
AMT-LTraining Dataset=Vimeo-90K2024.0730.960.9147—
M2M-VFITraining Dataset=Vimeo-90K2024.0730.890.9138—
M2M-PWCInterpolation Factor=x8, Initial Flow Estimator=PWC-Net2022.0430.810.912—
M2MTraining dataset=Vimeo2024.1030.810.912—
UPR-NetTraining dataset=Vimeo2024.1030.680.909—
IFRNet-LTraining Dataset=Vimeo-90K2024.0730.660.905—
FLDRTraining Dataset=X-TRAIN2024.0730.460.9041—
M2M-DISInterpolation Factor=x8, Initial Flow Estimator=DISFlow2022.0430.180.909—
ABMEInterpolation Factor=x82022.0430.160.879—
RIFETraining Dataset=Vimeo-90K2024.0730.130.8927—
XVFI-NetTesting scale depth (Stst)=5, Number of parameters (#P)=5.5M, Runtime (Rt)=0.075s2021.0330.120.872.15
XVFI+Interpolation Factor=x8, Training Dataset=X-TRAIN2022.0430.120.87—
XVFITraining Dataset=X-TRAIN2024.0730.120.9045—
XVFITraining dataset=Vimeo / X-TRAIN2024.1030.120.87—
CUREtype=continuous multi-frame interpolation2022.0230.050.8998—
EMA-VFI-STraining Dataset=Vimeo-90K2024.0729.910.8951—
XVFI-NetTesting scale depth (Stst)=3, Number of parameters (#P)=5.5M, Runtime (Rt)=0.074s2021.0328.860.8582.67
DAINTraining setup=Retrained on X-TRAIN, Number of parameters (#P)=24M, Runtime (Rt)=1.375s2021.0327.520.8213.47
FILMTraining dataset=Vimeo2024.1026.980.839—
DAINTraining setup=Original pretrained, Iteration ratio (XN)=x9.3, Number of parameters (#P)=24M, Runtime (Rt)=1.375s2021.0326.780.8073.83
DAINInterpolation Factor=x82022.0426.780.807—
AdaCoFTraining setup=Retrained on X-TRAIN, Number of parameters (#P)=21.8M, Runtime (Rt)=0.005s2021.0325.810.7726.42
SoftSplatInterpolation Factor=x82022.0425.480.725—
FeFlowTraining setup=Retrained on X-TRAIN, Number of parameters (#P)=102.5M, Runtime (Rt)=1.681s2021.0325.160.7836.54
RIFEInterpolation Factor=x82022.0424.670.797—
BMBCtype=continuous multi-frame interpolation2022.0224.280.7777—
XVFItype=continuous multi-frame interpolation2022.0224.120.7566—
FeFlowTraining setup=Original pretrained, Iteration ratio (XN)=x5.3, Number of parameters (#P)=102.5M, Runtime (Rt)=1.681s2021.03240.7566.59
SepConvInterpolation Factor=x82022.0423.940.794—
AdaCoFTraining setup=Original pretrained, Iteration ratio (XN)=x5.8, Number of parameters (#P)=21.8M, Runtime (Rt)=0.005s2021.0323.90.7276.89
AdaCoFInterpolation Factor=x82022.0423.90.727—
CAINInterpolation Factor=x82022.0422.510.775—
ToFlowtype=continuous multi-frame interpolation2022.0222.330.7259—
SuperSloMotype=continuous multi-frame interpolation2022.0219.580.7099—