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ResearchFormerly WizWand

Video Generation Efficiency Benchmarking

6Sampling Time (s)TATS
-448.162,617.425,6838,748.58Sep 23, 2023Feb 13, 2024Jul 5, 2024Nov 25, 2024Apr 17, 2025Sep 7, 2025Jan 29, 2026
Updated 8mo ago

Evaluation results

MethodLinks
TATSStrategy=IP, Number of video frames (F)=16, Resolution=256x256, Batch size=1, GPU Type=V1002023.09616
GLOBERStrategy=NAR, Diffusion Steps=50 + 50, Number of video frames (F)=16, Resolution=256x256, Batch size=1, GPU Type=V1002023.0967
GLOBERStrategy=NAR, Diffusion Steps=50 + 50, Number of video frames (F)=32, Resolution=256x256, Batch size=1, GPU Type=V1002023.091111
LTXInput Resolution=480 x 832 x 65, Sampling steps=50, Hardware=80G A100 GPU2025.1212—
Unified Video ModelInput Resolution=480 x 832 x 65, Sampling steps=50, Hardware=80G A100 GPU2025.1213—
Cosmos-predict2-2BHardware=NVIDIA H100 80G GPU2026.0120—
GLOBERStrategy=NAR, Diffusion Steps=50 + 50, Number of video frames (F)=64, Resolution=256x256, Batch size=1, GPU Type=V1002023.092119
Video FusionStrategy=NAR, Diffusion Steps=50, Number of video frames (F)=16, Resolution=256x256, Batch size=1, GPU Type=V1002023.09227
TATSStrategy=IP, Number of video frames (F)=32, Resolution=256x256, Batch size=1, GPU Type=V1002023.092616
Video FusionStrategy=NAR, Diffusion Steps=50, Number of video frames (F)=32, Resolution=256x256, Batch size=1, GPU Type=V1002023.09399
TATSStrategy=IP, Number of video frames (F)=64, Resolution=256x256, Batch size=1, GPU Type=V1002023.096516
Video FusionStrategy=NAR, Diffusion Steps=50, Number of video frames (F)=64, Resolution=256x256, Batch size=1, GPU Type=V1002023.097613
VDMStrategy=AR, Diffusion Steps=100, Number of video frames (F)=16, Resolution=256x256, Batch size=1, GPU Type=V1002023.0912511
VIDMStrategy=AR, Diffusion Steps=100, Number of video frames (F)=16, Resolution=256x256, Batch size=1, GPU Type=V1002023.0919220
Omni-VideoInput Resolution=480 x 832 x 65, Sampling steps=50, Hardware=80G A100 GPU2025.12216—
Wan 2.1 1.3BInput Resolution=480 x 832 x 65, Sampling steps=50, Hardware=80G A100 GPU2025.12222—
VDMStrategy=AR, Diffusion Steps=100, Number of video frames (F)=32, Resolution=256x256, Batch size=1, GPU Type=V1002023.0923411
VDMStrategy=AR, Diffusion Steps=100, Number of video frames (F)=64, Resolution=256x256, Batch size=1, GPU Type=V1002023.0932911
VIDMStrategy=AR, Diffusion Steps=100, Number of video frames (F)=32, Resolution=256x256, Batch size=1, GPU Type=V1002023.0937520
VIDMStrategy=AR, Diffusion Steps=100, Number of video frames (F)=64, Resolution=256x256, Batch size=1, GPU Type=V1002023.0977120
Veo3Execution Protocol=via API2026.0111,360—