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Video Frame Interpolation on Vimeo90K

36.85PSNRTCL
26.938829.511932.08534.6581Oct 20, 2018Oct 19, 2019Oct 18, 2020Oct 17, 2021Oct 17, 2022Oct 16, 2023Oct 15, 2024

Evaluation results

MethodLinks
TCLTraining dataset=Vimeo2024.1036.850.982
EMA-VFITraining dataset=Vimeo (+septuplet for X-TEST)2024.1036.640.982
IQ-VFITraining dataset=Vimeo2024.1036.60.982
AMTTraining dataset=Vimeo2024.1036.530.982
VFIformer2022.0536.50.9816
UPR-NetTraining dataset=Vimeo2024.1036.420.982
FITUGTraining dataset=Vimeo2024.1036.340.981
EBME-H*parameters (millions)=3.9, runtime (seconds)=0.082022.0636.190.981
ABME2022.0236.180.9805
ABMEGFLOPS (share)=N/A, GFLOPS (unshare)=549, Speed (ms/f)=497, Arbitrary Interpolation=true2022.0436.180.981
ABMEparameters (millions)=18.1, runtime (seconds)=0.282022.0636.180.981
ABME2022.0536.180.9805
HiFITraining dataset=Vimeo + X-TRAIN + Raw videos2024.1036.120.98
SoftSplatGFLOPS (share)=95, GFLOPS (unshare)=218, Speed (ms/f)=122, Arbitrary Interpolation=true2022.0436.10.98
SoftSplat2022.0636.10.97
RIFEmodel_variant=Large2022.0536.10.9801
EBME-Hparameters (millions)=3.9, runtime (seconds)=0.042022.0636.060.98
FILMTraining dataset=Vimeo2024.1036.060.97
CURE2022.0235.730.9789
HiFITraining dataset=Vimeo + X-TRAIN2024.1035.70.979
EBMEparameters (millions)=3.9, runtime (seconds)=0.022022.0635.580.978
RIFEGFLOPS (share)=N/A, GFLOPS (unshare)=20, Speed (ms/f)=17, Arbitrary Interpolation=true2022.0435.510.978
M2MTraining dataset=Vimeo2024.1035.420.975
M2M-PWCGFLOPS (share)=87, GFLOPS (unshare)=< 1, Speed (ms/f)=32, Arbitrary Interpolation=true2022.0435.40.978
RRIN2022.0235.220.9643
XVFI2022.0235.070.976
XVFIparameters (millions)=5.5, runtime (seconds)=0.12022.0635.070.968
XVFITraining dataset=Vimeo / X-TRAIN2024.1035.070.976
M2M-DISGFLOPS (share)=61, GFLOPS (unshare)=< 1, Speed (ms/f)=28, Arbitrary Interpolation=true2022.0435.060.976
BMBC2022.0235.010.9764
BMBCGFLOPS (share)=441, GFLOPS (unshare)=376, Speed (ms/f)=1213, Arbitrary Interpolation=true2022.0435.010.976
BMBCparameters (millions)=11, runtime (seconds)=0.822022.0635.010.976
BMBC2022.0535.010.9764
ECMparameters (millions)=4.72022.0634.950.975
DAINGFLOPS (share)=712, GFLOPS (unshare)=1308, Speed (ms/f)=977, Arbitrary Interpolation=true2022.0434.710.976
DAINparameters (millions)=24, runtime (seconds)=0.152022.0634.710.976
DAIN2022.0534.710.9756
CAIN2022.0234.650.973
CAINGFLOPS (share)=N/A, GFLOPS (unshare)=29, Speed (ms/f)=47, Arbitrary Interpolation=false2022.0434.650.973
CAINparameters (millions)=42.8, runtime (seconds)=0.042022.0634.650.973
CAIN2022.0534.650.973
AdaCoF2022.0234.470.973
AdaCoFGFLOPS (share)=N/A, GFLOPS (unshare)=117, Speed (ms/f)=36, Arbitrary Interpolation=false2022.0434.470.973
AdaCoFparameters (millions)=22.9, runtime (seconds)=0.032022.0634.470.973
AdaCoF2022.0534.470.973
MEMC-Net*2018.1034.40.9742
MEMC-Net2018.1034.020.9704
MEMC-Net_sScale=Small2018.1033.970.9721
SepConvLoss=L12018.1033.790.9702
SepConvGFLOPS (share)=N/A, GFLOPS (unshare)=93, Speed (ms/f)=101, Arbitrary Interpolation=false2022.0433.790.97
SepConv2022.0533.790.9702
ToFlow+MaskMasking=true2018.1033.730.9682
ToFlow2022.0233.730.9682
ToFlow2022.0533.730.9682
ToFlow2018.1033.530.9668
MIND2018.1033.50.9429
SepConvLoss=Lf2018.1033.450.9674
CyclicGen2022.0532.090.949
EpicFlow2018.1032.020.9622
SPyNet2018.1031.950.9601
DVF2018.1031.540.9462
SepConv2022.0227.320.9481