Video Generation Efficiency Benchmarking
6Sampling Time (s)TATS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TATSStrategy=IP, Number of video frames (F)=16, Resolution=256x256, Batch size=1, GPU Type=V1002023.09 | 6 | 16 | |
| GLOBERStrategy=NAR, Diffusion Steps=50 + 50, Number of video frames (F)=16, Resolution=256x256, Batch size=1, GPU Type=V1002023.09 | 6 | 7 | |
| GLOBERStrategy=NAR, Diffusion Steps=50 + 50, Number of video frames (F)=32, Resolution=256x256, Batch size=1, GPU Type=V1002023.09 | 11 | 11 | |
| LTXInput Resolution=480 x 832 x 65, Sampling steps=50, Hardware=80G A100 GPU2025.12 | 12 | — | |
| Unified Video ModelInput Resolution=480 x 832 x 65, Sampling steps=50, Hardware=80G A100 GPU2025.12 | 13 | — | |
| Cosmos-predict2-2BHardware=NVIDIA H100 80G GPU2026.01 | 20 | — | |
| GLOBERStrategy=NAR, Diffusion Steps=50 + 50, Number of video frames (F)=64, Resolution=256x256, Batch size=1, GPU Type=V1002023.09 | 21 | 19 | |
| Video FusionStrategy=NAR, Diffusion Steps=50, Number of video frames (F)=16, Resolution=256x256, Batch size=1, GPU Type=V1002023.09 | 22 | 7 | |
| TATSStrategy=IP, Number of video frames (F)=32, Resolution=256x256, Batch size=1, GPU Type=V1002023.09 | 26 | 16 | |
| Video FusionStrategy=NAR, Diffusion Steps=50, Number of video frames (F)=32, Resolution=256x256, Batch size=1, GPU Type=V1002023.09 | 39 | 9 | |
| TATSStrategy=IP, Number of video frames (F)=64, Resolution=256x256, Batch size=1, GPU Type=V1002023.09 | 65 | 16 | |
| Video FusionStrategy=NAR, Diffusion Steps=50, Number of video frames (F)=64, Resolution=256x256, Batch size=1, GPU Type=V1002023.09 | 76 | 13 | |
| VDMStrategy=AR, Diffusion Steps=100, Number of video frames (F)=16, Resolution=256x256, Batch size=1, GPU Type=V1002023.09 | 125 | 11 | |
| VIDMStrategy=AR, Diffusion Steps=100, Number of video frames (F)=16, Resolution=256x256, Batch size=1, GPU Type=V1002023.09 | 192 | 20 | |
| Omni-VideoInput Resolution=480 x 832 x 65, Sampling steps=50, Hardware=80G A100 GPU2025.12 | 216 | — | |
| Wan 2.1 1.3BInput Resolution=480 x 832 x 65, Sampling steps=50, Hardware=80G A100 GPU2025.12 | 222 | — | |
| VDMStrategy=AR, Diffusion Steps=100, Number of video frames (F)=32, Resolution=256x256, Batch size=1, GPU Type=V1002023.09 | 234 | 11 | |
| VDMStrategy=AR, Diffusion Steps=100, Number of video frames (F)=64, Resolution=256x256, Batch size=1, GPU Type=V1002023.09 | 329 | 11 | |
| VIDMStrategy=AR, Diffusion Steps=100, Number of video frames (F)=32, Resolution=256x256, Batch size=1, GPU Type=V1002023.09 | 375 | 20 | |
| VIDMStrategy=AR, Diffusion Steps=100, Number of video frames (F)=64, Resolution=256x256, Batch size=1, GPU Type=V1002023.09 | 771 | 20 | |
| Veo3Execution Protocol=via API2026.01 | 11,360 | — |