Video Generation on short videos 81-frames 240 prompts
7.35Total ScoreKandinsky 5 pro
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Kandinsky 5 pro#Params=19B, Throughput (FPS)=0.49, Architecture=Bidirectional2026.03 | 7.35 | 8 | 10 | 10 | 6 | 7 | |
| HV Video 1.5#Params=8.3B, Throughput (FPS)=0.24, Architecture=Bidirectional2026.03 | 6.9 | 8 | 10 | 9 | 5 | 7 | |
| Wan 2.2#Params=14B, Throughput (FPS)=0.33, Architecture=Bidirectional2026.03 | 6.35 | 8 | 8 | 9 | 5 | 6 | |
| Helios-Base#Params=14B, Throughput (FPS)=0.54, Architecture=Autoregressive Video Continuation2026.03 | 6.35 | 8 | 8 | 9 | 5 | 6 | |
| LongCat-Video#Params=13.6B, Throughput (FPS)=0.33, Architecture=Autoregressive Video Continuation2026.03 | 6.3 | 9 | 10 | 9 | 6 | 4 | |
| Kandinsky 5 lite#Params=2B, Throughput (FPS)=1.03, Architecture=Bidirectional2026.03 | 6.25 | 8 | 6 | 10 | 5 | 6 | |
| Helios-Mid#Params=14B, Throughput (FPS)=1.05, Architecture=Autoregressive Video Continuation2026.03 | 6.25 | 8 | 7 | 9 | 5 | 6 | |
| Wan 2.1#Params=14B, Throughput (FPS)=0.33, Architecture=Bidirectional2026.03 | 6.15 | 8 | 6 | 9 | 6 | 5 | |
| Wan 2.1#Params=1.3B, Throughput (FPS)=1.60, Architecture=Bidirectional2026.03 | 6.1 | 8 | 10 | 8 | 6 | 4 | |
| Wan 2.2#Params=5B, Throughput (FPS)=3.32, Architecture=Bidirectional2026.03 | 6.05 | 7 | 7 | 8 | 5 | 6 | |
| HV Video#Params=13B, Throughput (FPS)=0.36, Architecture=Bidirectional2026.03 | 6 | 8 | 8 | 9 | 5 | 5 | |
| LTX Video 2#Params=19B, Throughput (FPS)=3.84, Architecture=Bidirectional2026.03 | 6 | 8 | 8 | 9 | 6 | 4 | |
| Helios-Distilled#Params=14B, Throughput (FPS)=19.53, Architecture=Autoregressive Video Continuation2026.03 | 6 | 8 | 7 | 10 | 5 | 5 | |
| Krea#Params=14B, Throughput (FPS)=6.74, Architecture=Autoregressive2026.03 | 5.95 | 9 | 10 | 9 | 5 | 4 | |
| LongLive#Params=1.3B, Throughput (FPS)=18.05, Architecture=Autoregressive2026.03 | 5.8 | 8 | 5 | 10 | 5 | 5 | |
| Self Forcing#Params=1.3B, Throughput (FPS)=21.20, Architecture=Autoregressive2026.03 | 5.75 | 8 | 9 | 9 | 5 | 4 | |
| SkyReelsV2-DF#Params=1.3B, Throughput (FPS)=0.55, Architecture=Autoregressive2026.03 | 5.65 | 8 | 8 | 9 | 5 | 4 | |
| CogVideoX#Params=2B, Throughput (FPS)=1.95, Architecture=Bidirectional2026.03 | 5.55 | 7 | 10 | 7 | 4 | 5 | |
| SkyReelsV2-DF#Params=14B, Throughput (FPS)=0.12, Architecture=Autoregressive2026.03 | 5.55 | 8 | 7 | 9 | 5 | 4 | |
| Reward Forcing#Params=1.3B, Throughput (FPS)=22.13, Architecture=Autoregressive2026.03 | 5.55 | 8 | 7 | 9 | 5 | 4 | |
| TurboDiffusion 2.1-Quant#Params=14B, Throughput (FPS)=8.48, Architecture=Bidirectional2026.03 | 5.45 | 8 | 6 | 9 | 4 | 5 | |
| Dummy Forcing Long#Params=1.3B, Throughput (FPS)=20.10, Architecture=Autoregressive2026.03 | 5.45 | 9 | 4 | 10 | 5 | 4 | |
| Causal Forcing#Params=1.3B, Throughput (FPS)=20.98, Architecture=Autoregressive2026.03 | 5.4 | 8 | 10 | 8 | 5 | 3 | |
| Mochi-1#Params=10B, Throughput (FPS)=0.53, Architecture=Bidirectional2026.03 | 5.35 | 6 | 7 | 9 | 5 | 4 | |
| InfinityStar#Params=8B, Throughput (FPS)=3.38, Architecture=Autoregressive2026.03 | 5.3 | 8 | 8 | 9 | 6 | 2 | |
| FastVideoWan 2.1#Params=14B, Throughput (FPS)=5.37, Architecture=Bidirectional2026.03 | 5.25 | 9 | 3 | 9 | 5 | 4 | |
| MAGI-1#Params=4.5B, Throughput (FPS)=0.37, Architecture=Autoregressive2026.03 | 5.25 | 8 | 3 | 10 | 6 | 3 | |
| Rolling Forcing#Params=1.3B, Throughput (FPS)=19.47, Architecture=Autoregressive2026.03 | 5.25 | 8 | 4 | 9 | 5 | 4 | |
| CogVideoX 1.5#Params=5B, Throughput (FPS)=1.47, Architecture=Bidirectional2026.03 | 5.15 | 7 | 5 | 8 | 5 | 4 | |
| TurboDiffusion 2.1#Params=14B, Throughput (FPS)=10.15, Architecture=Bidirectional2026.03 | 5.1 | 8 | 6 | 9 | 4 | 4 | |
| Infinite Forcing#Params=1.3B, Throughput (FPS)=22.19, Architecture=Autoregressive2026.03 | 5.1 | 8 | 6 | 9 | 4 | 4 | |
| SANA Video#Params=2B, Throughput (FPS)=1.34, Architecture=Bidirectional2026.03 | 4.6 | 9 | 7 | 9 | 5 | 1 | |
| Pyramid Flow#Params=2B, Throughput (FPS)=3.11, Architecture=Autoregressive2026.03 | 4.55 | 8 | 3 | 10 | 4 | 3 | |
| CausVid#Params=1.3B, Throughput (FPS)=24.41, Architecture=Autoregressive2026.03 | 4.5 | 8 | 7 | 9 | 4 | 2 | |
| LTX Video#Params=1.9B, Throughput (FPS)=15.03, Architecture=Bidirectional2026.03 | 4.45 | 6 | 4 | 10 | 1 | 6 | |
| StepVideo T2V#Params=30B, Throughput (FPS)=0.27, Architecture=Bidirectional2026.03 | 4 | 6 | 4 | 9 | 1 | 5 | |
| SANA Video Long#Params=2B, Throughput (FPS)=13.24, Architecture=Autoregressive2026.03 | 3.85 | 9 | 2 | 10 | 4 | 1 | |
| NOVA#Params=0.6B, Throughput (FPS)=1.18, Architecture=Autoregressive2026.03 | 3.7 | 5 | 2 | 9 | 4 | 2 |