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Space-Time Video Super-Resolution on Vid4

26.82PSNRV3-Large
22.680823.755424.8325.9046Apr 21, 2021Jan 16, 2022Oct 14, 2022Jul 11, 2023Apr 7, 2024Jan 2, 2025Sep 30, 2025

Evaluation results

MethodLinks
V3-Large# Par.=20.6 M2025.0926.8282.1
V3# Par.=13.7 M2025.0926.7681.8
TMNetVFI+(V)SR / STVSR=End-to-end STVSR (Temporal Modulation Network), Speed (fps)=14.69, Parameters (million)=12.262021.0426.4380.16
TMNetParameters (Millions)=12.26, FPS=14.332022.0326.4380.16
RSTT-LParameters (Millions)=7.67, FPS=14.982022.0326.4379.94
RSTT-MParameters (Millions)=6.08, FPS=19.072022.0326.3779.78
Zooming Slow-MoVFI+(V)SR / STVSR=End-to-end STVSR, Speed (fps)=16.5, Parameters (million)=11.102021.0426.3179.76
Zooming SlowMoParameters (Millions)=11.10, FPS=15.592022.0326.3179.76
RSTT-SParameters (Millions)=4.49, FPS=26.192022.0326.2979.41
DAIN + EDVRVFI+(V)SR / STVSR=VFI + EDVR, Speed (fps)=5.2, Parameters (million)=24.0+20.72021.0426.1278.36
DAIN + EDVRParameters (Millions)=24.0+20.72022.0326.1278.36
SepConv + RBPNVFI+(V)SR / STVSR=VFI + RBPN, Speed (fps)=2.01, Parameters (million)=21.7+12.72021.0426.0877.51
SepConv + RBPNParameters (Millions)=21.7+12.72022.0326.0877.51
STARnetVFI+(V)SR / STVSR=End-to-end STVSR, Speed (fps)=14.08, Parameters (million)=111.612021.0426.0680.46
STARnetParameters (Millions)=111.61, FPS=3.852022.0326.0680.46
DAIN + RBPNVFI+(V)SR / STVSR=VFI + RBPN, Speed (fps)=1.88, Parameters (million)=24.0+12.72021.0425.9677.84
DAIN + RBPNParameters (Millions)=24.0+12.72022.0325.9677.84
TMNet# Par.=12.3 M2025.0925.9678
SepConv + EDVRVFI+(V)SR / STVSR=VFI + EDVR, Speed (fps)=6.36, Parameters (million)=21.7+20.72021.0425.9377.92
SepConv + EDVRParameters (Millions)=21.7+20.72022.0325.9377.92
BF-STVSR# Par.=13.5 M2025.0925.8577.7
MoTIF# Par.=12.6 M2025.0925.7977.5
ZoomingSloMo# Par.=11.1 M2025.0925.7277.2
VideoINR# Par.=11.3 M2025.0925.6177.1
DAIN + RCANVFI+(V)SR / STVSR=VFI + RCAN, Speed (fps)=2.23, Parameters (million)=24.0+16.02021.0425.0372.61
DAIN + RCANParameters (Millions)=24.0+16.02022.0325.0372.61
SepConv + RCANVFI+(V)SR / STVSR=VFI + RCAN, Speed (fps)=2.42, Parameters (million)=21.7+16.02021.0424.9272.36
SepConv + RCANParameters (Millions)=21.7+16.02022.0324.9272.36
SuperSloMo + EDVRVFI+(V)SR / STVSR=VFI + EDVR, Speed (fps)=6.85, Parameters (million)=19.8+20.72021.0424.467.06
SuperSloMo + EDVRParameters (Millions)=19.8+20.72022.0324.467.06
SuperSloMo + RCANVFI+(V)SR / STVSR=VFI + RCAN, Speed (fps)=2.49, Parameters (million)=19.8+16.02021.0423.863.97
SuperSloMo + RCANParameters (Millions)=19.8+16.02022.0323.863.97
SuperSloMo + RBPNVFI+(V)SR / STVSR=VFI + RBPN, Speed (fps)=2.06, Parameters (million)=19.8+12.72021.0423.7663.62
SuperSloMo + RBPNParameters (Millions)=19.8+12.72022.0323.7663.62
DAIN + BicubicVFI+(V)SR / STVSR=VFI + Bicubic SR, Speed (fps)=-, Parameters (million)=24.02021.0423.5562.68
DAIN + BicubicParameters (Millions)=24.02022.0323.5562.68
SepConv + BicubicVFI+(V)SR / STVSR=VFI + Bicubic SR, Speed (fps)=-, Parameters (million)=21.72021.0423.5162.73
SepConv + BicubicParameters (Millions)=21.72022.0323.5162.73
DAIN→EDVR# Par.=44.7 M, two-stage=true2025.0923.4865.4
SuperSloMo + BicubicVFI+(V)SR / STVSR=VFI + Bicubic SR, Speed (fps)=-, Parameters (million)=19.82021.0422.8457.72
SuperSloMo + BicubicParameters (Millions)=19.82022.0322.8457.72