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Video Frame Interpolation on UCF101 (test)

35.48PSNREMA-VFI
17.560822.212926.86531.5171Nov 7, 2022Feb 15, 2023May 27, 2023Sep 4, 2023Dec 14, 2023Mar 23, 2024Jul 2, 2024

Evaluation results

MethodLinks
EMA-VFITraining Dataset=V, FLOPs (T)=0.91, Runtime (ms)=239.62024.0735.4897.01
UPR-Net LARGEparameters (millions)=6.6, runtime (seconds)=0.0812022.1135.4797
VFIMambaTraining Dataset=V+X, FLOPs (T)=0.94, Runtime (ms)=310.92024.0735.4597.02
VFIformerparameters (millions)=24.1, runtime (seconds)=1.0182022.1135.4397
UPR-Net largeparameters (millions)=3.7, runtime (seconds)=0.0622022.1135.4397
IFRNet largeparameters (millions)=19.7, runtime (seconds)=0.0382022.1135.4296.98
IFRNet-LTraining Dataset=V, FLOPs (T)=0.79, Runtime (ms)=115.32024.0735.4296.98
EBME-H*parameters (millions)=3.9, runtime (seconds)=0.0822022.1135.4196.97
UPR-Netparameters (millions)=1.7, runtime (seconds)=0.0422022.1135.4196.98
RIFE# Noisy Frames=None, Noise level=None2023.1235.4197
VDP# Noisy Frames=None, Noise level=None2023.1235.4197
AMT-GTraining Dataset=V, FLOPs (T)=2.07, Runtime (ms)=403.72024.0735.4196.99
SoftSplat2022.1135.3995.2
SoftSplat# Noisy Frames=None, Noise level=None2023.1235.3997
SoftsplatTraining Dataset=V, FLOPs (T)=0.94, Runtime (ms)=266.42024.0735.3996.97
AMT-LTraining Dataset=V, FLOPs (T)=0.58, Runtime (ms)=183.422024.0735.3996.98
ABMEparameters (millions)=18.1, runtime (seconds)=0.2772022.1135.3896.98
VFIMamba-STraining Dataset=V+X, FLOPs (T)=0.24, Runtime (ms)=128.02024.0735.3696.96
EMA-VFI-STraining Dataset=V, FLOPs (T)=0.20, Runtime (ms)=76.42024.0735.3496.96
SGM-VFITraining Dataset=V+X, FLOPs (T)=1.78, Runtime (ms)=942.92024.0735.3496.93
IFRNetparameters (millions)=5.0, runtime (seconds)=0.0222022.1135.2996.93
RIFEparameters (millions)=9.8, runtime (seconds)=0.0122022.1135.2896.9
M2M-VFITraining Dataset=V, FLOPs (T)=0.26, Runtime (ms)=60.92024.0735.2896.94
RIFETraining Dataset=V, FLOPs (T)=0.20, Runtime (ms)=35.22024.0735.2896.9
CDFI fullparameters (millions)=5.0, runtime (seconds)=0.1722022.1135.2195
XVFIparameters (millions)=5.5, runtime (seconds)=0.0982022.1135.1895.19
XVFITraining Dataset=V, FLOPs (T)=0.37, Runtime (ms)=165.22024.0735.1796.85
BMBCparameters (millions)=11.0, runtime (seconds)=0.8222022.1135.1596.89
DAIN# Noisy Frames=None, Noise level=None2023.123596.8
DAINparameters (millions)=24.0, runtime (seconds)=0.1512022.1134.9996.83
DAINTraining Dataset=V, FLOPs (T)=5.51, Runtime (ms)=897.82024.0734.9996.83
VDP# Noisy Frames=2nd Frame, Noise level=σ = 152023.1234.9291.8
CAINparameters (millions)=42.8, runtime (seconds)=0.0372022.1134.9196.9
CAINTraining Dataset=V, FLOPs (T)=1.29, Runtime (ms)=102.42024.0734.9196.9
AdaCoFparameters (millions)=22.9, runtime (seconds)=0.032022.1134.996.8
AdaCofTraining Dataset=V, FLOPs (T)=0.36, Runtime (ms)=85.12024.0734.996.8
ToFlow# Noisy Frames=None, Noise level=None2023.1234.6896.77
DAIN# Noisy Frames=2nd Frame, Noise level=σ = 152023.1220.8752.1
ToFlow# Noisy Frames=2nd Frame, Noise level=σ = 152023.1220.351.4
RIFE# Noisy Frames=2nd Frame, Noise level=σ = 152023.1220.2251.2
SoftSplat# Noisy Frames=2nd Frame, Noise level=σ = 152023.1218.2540.12