Video Generation on UCF101
151.5FVDGLOBER
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| GLOBERResolution=128x128, Conditioning=With video descriptions2023.09 | 151.5 | — | — | — | — | — | — | — | |
| GLOBERResolution=256x256, Conditioning=With video descriptions2023.09 | 168.9 | — | — | — | — | — | — | — | |
| FrameDiT-HNumber of frames=16, Resolution=256 × 2562026.03 | 170.1 | — | — | — | — | — | — | — | |
| VideoFusionResolution=128x128, Conditioning=With video descriptions2023.09 | 173 | — | — | — | — | — | — | — | |
| AR-DiffusionNumber of frames=16, Resolution=256 × 256, Checkpoint=Official2026.03 | 181.9 | — | — | — | — | — | — | — | |
| AR-DiffusionNumber of frames=16, Resolution=256 × 2562026.03 | 186.6 | — | — | — | — | — | — | — | |
| FrameDiT-GNumber of frames=16, Resolution=256 × 2562026.03 | 201.6 | — | — | — | — | — | — | — | |
| LatteNumber of frames=16, Resolution=256 × 2562026.03 | 202.2 | — | — | — | — | — | — | — | |
| GLOBERResolution=128x1282023.09 | 239.5 | — | — | — | — | — | — | — | |
| GLOBERResolution=256x2562023.09 | 252.7 | — | — | — | — | — | — | — | |
| VIDMResolution=128x1282023.09 | 263 | — | — | — | — | — | — | — | |
| VIDMResolution=128x128, Conditioning=With video descriptions2023.09 | 263 | — | — | — | — | — | — | — | |
| Diffusion ForcingNumber of frames=16, Resolution=256 × 2562026.03 | 274.5 | — | — | — | — | — | — | — | |
| DynamiCrafterSupervised Finetuning=false2025.03 | 288.01 | 13.31 | — | — | — | — | — | 68.17 | |
| VIDMResolution=256x2562023.09 | 294.7 | — | — | — | — | — | — | — | |
| VIDMNumber of frames=16, Resolution=256 × 2562026.03 | 294.7 | — | — | — | — | — | — | — | |
| CogVideoResolution=128x128, Conditioning=With video descriptions2023.09 | 305 | — | — | — | — | — | — | — | |
| DynamiCrafter-OursSupervised Finetuning=false2025.03 | 324.79 | 13.71 | — | — | — | — | — | 77.93 | |
| MMVGResolution=128x128, Conditioning=With video descriptions2023.09 | 328 | — | — | — | — | — | — | — | |
| TATSResolution=128x128, Conditioning=With video descriptions2023.09 | 332 | — | — | — | — | — | — | — | |
| MagDiffInput Type=text&image-to-video, Training Videos=5.3M | 76K, Zero-shot=true2023.11 | 339.62 | 48.57 | — | — | — | — | — | — | |
| PVDMNumber of frames=16, Resolution=256 × 2562026.03 | 343.6 | — | — | — | — | — | — | — | |
| PYOCOInput Type=text-to-video, Training Videos=22.5M, Zero-shot=true2023.11 | 355.19 | 47.76 | — | — | — | — | — | — | |
| Make-A-VideoResolution=256x256, Conditioning=With video descriptions2023.09 | 367.2 | — | — | — | — | — | — | — | |
| Make-A-VideoInput Type=text-to-video, Training Videos=20.0M, Zero-shot=true2023.11 | 367.23 | 33 | — | — | — | — | — | — | |
| LVDMNumber of frames=16, Resolution=256 × 2562026.03 | 372.9 | — | — | — | — | — | — | — | |
| DynamiCrafter-Naive FTSupervised Finetuning=true, Fine-tuning Type=Naive2025.03 | 373.77 | 13.19 | — | — | — | — | — | 47.66 | |
| MMVGunconditional=true2022.11 | 395 | 58.3 | — | — | — | — | — | — | |
| DynamiCrafter-CIL FTSupervised Finetuning=true, Fine-tuning Type=CIL2025.03 | 409.69 | 13.68 | — | — | — | — | — | 53.78 | |
| VideoFactoryInput Type=text-to-video, Training Videos=140.7M, Zero-shot=true2023.11 | 410 | — | — | — | — | — | — | — | |
| Video Crafter1Input Type=text&image-to-video, Training Videos=10.3M, Zero-shot=true2023.11 | 415.87 | 44.53 | — | — | — | — | — | — | |
| TATSunconditional=true2022.11 | 420 | 57.6 | — | — | — | — | — | — | |
| TATSResolution=128x1282023.09 | 420 | — | — | — | — | — | — | — | |
| Raw dataset2019.09 | 452 | 40.8 | 0.0723 | 28.34 | — | — | — | — | |
| DIGANResolution=128x128, Conditioning=With video descriptions2023.09 | 465 | — | — | — | — | — | — | — | |
| FVDMNumber of frames=16, Resolution=256 × 2562026.03 | 468.2 | — | — | — | — | — | — | — | |
| DIGANResolution=256x256, Conditioning=With video descriptions2023.09 | 471.9 | — | — | — | — | — | — | — | |
| DIGANunconditional=true2022.11 | 577 | 32.7 | — | — | — | — | — | — | |
| DIGANResolution=128x1282023.09 | 577 | — | — | — | — | — | — | — | |
| I2VGen-XLInput Type=text&image-to-video, Training Videos=10M, Zero-shot=true2023.11 | 597.49 | 18.9 | — | — | — | — | — | — | |
| LVDMInput Type=text to video, Training Videos=2.0M, Zero-shot=true2023.11 | 641.8 | — | — | — | — | — | — | — | |
| MoCoGAN-HDResolution=128x1282023.09 | 838 | — | — | — | — | — | — | — | |
| MOSO2023.03 | 1,202.6 | — | — | — | — | — | — | — | |
| MOSOResolution=256x2562023.09 | 1,202.6 | — | — | — | — | — | — | — | |
| TGANv2Resolution=128x128, Conditioning=With video descriptions2023.09 | 1,209 | — | — | — | — | — | — | — | |
| MDPK=162019.09 | 1,277 | 11.86 | 0.037 | 32.77 | — | — | — | — | |
| MDPK=242019.09 | 1,293 | 12.14 | 0.0454 | 31.05 | — | — | — | — | |
| MoCoGAN-Dv+K=162019.09 | 1,314 | 11.48 | 0.0358 | 33.61 | — | — | — | — | |
| TGAN (SVC)K=162019.09 | 1,324 | 11.91 | — | — | — | — | — | — | |
| MoCoGANK=162019.09 | 1,351 | 11.15 | 0.0337 | 33.29 | — | — | — | — | |
| MoCoGANK=242019.09 | 1,352 | 10.49 | 0.0387 | 32.63 | — | — | — | — | |
| StyleGAN-V2023.03 | 1,431 | — | — | — | — | — | — | — | |
| StyleGAN-VResolution=256x2562023.09 | 1,431 | — | — | — | — | — | — | — | |
| StyleGAN-VNumber of frames=16, Resolution=256 × 2562026.03 | 1,431 | — | — | — | — | — | — | — | |
| DIGAN2023.03 | 1,630.2 | — | — | — | — | — | — | — | |
| DIGANResolution=256x2562023.09 | 1,630.2 | — | — | — | — | — | — | — | |
| DIGANNumber of frames=16, Resolution=256 × 2562026.03 | 1,630.2 | — | — | — | — | — | — | — | |
| TGAN (Normal)K=162019.09 | 1,686 | 8.11 | — | — | — | — | — | — | |
| MoCoGAN-HD2023.03 | 1,729.6 | — | — | — | — | — | — | — | |
| MoCoGAN-HDResolution=256x2562023.09 | 1,729.6 | — | — | — | — | — | — | — | |
| MoCoGANbackbone=StyleGAN22023.03 | 1,821.4 | — | — | — | — | — | — | — | |
| MDP-0K=162019.09 | 2,147 | 6.16 | 0.016 | 47.36 | — | — | — | — | |
| VideoGPT2023.03 | 2,880.6 | — | — | — | — | — | — | — | |
| VideoGPTNumber of frames=16, Resolution=256 × 2562026.03 | 2,880.6 | — | — | — | — | — | — | — | |
| MoCoGAN2023.03 | 2,886.9 | — | — | — | — | — | — | — | |
| MoCoGANNumber of frames=16, Resolution=256 × 2562026.03 | 2,886.9 | — | — | — | — | — | — | — | |
| MoCoGAN-HD2021.04 | 70,024 | — | — | — | — | — | — | — | |
| TGANv22021.04 | 120,928 | — | — | — | — | — | — | — | |
| DIGANTraining cost (GPU-days)=162021.12 | — | — | — | — | 1,630.2 | 2,293.7 | — | — | |
| DIGAN2023.04 | — | — | — | — | 1,630.2 | 2,293.7 | — | — | |
| DVD-GANResolution=16x128x1282022.04 | — | 32.97 | — | — | — | — | — | — | |
| DVD-GANresolution=128 x 1282022.06 | — | 32.97 | — | — | — | — | — | — | |
| EncGAN3Resolution=64x642025.12 | — | — | — | — | — | — | 91.18 | — | |
| FIFO-DiffusionBaseline=Latte [13], Number of partitions (n)=4, Strategy=Latent partitioning and lookahead denoising2024.05 | — | — | — | — | — | 596.64 | — | — | |
| G3ANResolution=64x642025.12 | — | — | — | — | — | — | 108.36 | — | |
| MoCoGANResolution=16x64x642022.04 | — | 12.42 | — | — | — | — | 26,998 | — | |
| MoCoGAN# parameters=3.3M, resolution=64 x 642022.06 | — | 12.42 | — | — | — | — | — | — | |
| MoCOGANTraining cost (GPU-days)=52021.12 | — | — | — | — | 2,886.9 | 3,679 | — | — | |
| MoCOGAN + StyleGAN2 backboneTraining cost (GPU-days)=82021.12 | — | — | — | — | 1,821.4 | 2,311.3 | — | — | |
| MoCoGAN-HD2023.04 | — | — | — | — | 1,729.6 | 2,606.5 | — | — | |
| MoCOGAN-HDTraining cost (GPU-days)=7.5 + 92021.12 | — | — | — | — | 1,729.6 | 2,606.5 | — | — | |
| MoCoGAN*Resolution=64x642025.12 | — | — | — | — | — | — | 104.14 | — | |
| MoStGAN-V2023.04 | — | — | — | — | 1,380.3 | 1,695.6 | — | — | |
| progressive VGANresolution=64 x 642022.06 | — | 14.56 | — | — | — | — | — | — | |
| PVDMVersion=PVDM-L (400-400s)2024.05 | — | — | — | — | — | 648.4 | — | — | |
| RaMViDp_U=0.5, # parameters=308M, resolution=64 x 642022.06 | — | 20.84 | — | — | — | — | — | — | |
| RaMViDp_U=0.75, # parameters=308M, resolution=64 x 642022.06 | — | 21.71 | — | — | — | — | — | — | |
| real dataResolution=16x64x642022.04 | — | 60.2 | — | — | — | — | — | — | |
| StyleGAN-VTraining cost (GPU-days)=82021.12 | — | — | — | — | 1,431 | 1,773.4 | — | — | |
| StyleGAN-V2023.04 | — | — | — | — | 1,431 | 1,773.4 | — | — | |
| StyleGAN-V2024.05 | — | — | — | — | — | 1,773.4 | — | — | |
| TGAN-FResolution=16x64x642022.04 | — | 13.62 | — | — | — | — | 8,942.63 | — | |
| TGAN-FResolution=16x128x1282022.04 | — | 22.91 | — | — | — | — | 7,817 | — | |
| TGAN-F# parameters=17.5M, resolution=64 x 642022.06 | — | 13.62 | — | — | — | — | — | — | |
| TGAN-F# parameters=70M, resolution=128 x 1282022.06 | — | 22.91 | — | — | — | — | — | — | |
| TGAN-ODEResolution=16x64x642022.04 | — | 15.2 | — | — | — | — | 26,512 | — | |
| TGAN-v2Resolution=16x64x642022.04 | — | 26.6 | — | — | — | — | 3,431 | — | |
| TGAN-v2Resolution=16x128x1282022.04 | — | 28.87 | — | — | — | — | 3,497 | — | |
| TGAN*Resolution=64x642025.12 | — | — | — | — | — | — | 110.58 | — | |
| TGANv2# parameters=200M, resolution=64 x 642022.06 | — | 26.6 | — | — | — | — | — | — |