Streaming Text-to-Video Generation on VBench T2V (test)
84.63Total ScoreCausal-rCM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Causal-rCMCausal Chunk Pattern=Frame-wise (c1-1), Inference Schedule=2-step, NFE=3, Throughput (FPS)=12.2, First Latency (s)=0.40, Second Latency (s)=0.31, SF-DMD iters=30002026.06 | 84.63 | 85.46 | 81.31 | |
| Causal-rCMCausal Chunk Pattern=Frame-wise (c1-1), Inference Schedule=1-step, NFE=2, Throughput (FPS)=15.9, First Latency (s)=0.40, Second Latency (s)=0.23, SF-DMD iters=30002026.06 | 84.63 | 85.54 | 81.01 | |
| Causal-rCMCausal Chunk Pattern=Chunk-wise (c3-3), Inference Schedule=4-step, NFE=5, Throughput (FPS)=17.4, First Latency (s)=0.57, Second Latency (s)=0.64, SF-DMD iters=12502026.06 | 84.37 | 85.02 | 81.73 | |
| AnyFlowCausal Chunk Pattern=Chunk-wise (c3-3), Inference Schedule=4-step, NFE=5, Throughput (FPS)=17.4, First Latency (s)=0.57, Second Latency (s)=0.642026.06 | 84.31 | 85.15 | 80.94 | |
| Causal-rCMCausal Chunk Pattern=Chunk-wise (c3-3), Inference Schedule=2-step, NFE=3, Throughput (FPS)=22.2, First Latency (s)=0.57, Second Latency (s)=0.49, SF-DMD iters=25002026.06 | 84.3 | 85.04 | 81.36 | |
| Causal-rCMCausal Chunk Pattern=Frame-wise (c1-1), Inference Schedule=4-step, NFE=5, Throughput (FPS)=8.3, First Latency (s)=0.40, Second Latency (s)=0.46, SF-DMD iters=12002026.06 | 84.29 | 85.27 | 80.36 | |
| Causal-rCMCausal Chunk Pattern=Chunk-wise (c3-3), Inference Schedule=2-step, noisy ctx, NFE=2, Throughput (FPS)=25.6, First Latency (s)=0.57, Second Latency (s)=0.41, SF-DMD iters=17502026.06 | 84.24 | 84.96 | 81.36 | |
| Causal-rCMCausal Chunk Pattern=Chunk-wise (c3-3), Inference Schedule=1-step, NFE=2, Throughput (FPS)=25.6, First Latency (s)=0.57, Second Latency (s)=0.41, SF-DMD iters=30002026.06 | 84.01 | 84.71 | 81.22 | |
| Causal ForcingCausal Chunk Pattern=Chunk-wise (c3-3), Inference Schedule=4-step, NFE=5, Throughput (FPS)=17.4, First Latency (s)=0.57, Second Latency (s)=0.642026.06 | 83.96 | 84.94 | 80.04 | |
| Self-ForcingCausal Chunk Pattern=Chunk-wise (c3-3), Inference Schedule=4-step, NFE=5, Throughput (FPS)=17.4, First Latency (s)=0.57, Second Latency (s)=0.642026.06 | 83.76 | 84.53 | 80.68 | |
| LongLiveCausal Chunk Pattern=Chunk-wise (c3-3), Inference Schedule=4-step, NFE=5, Throughput (FPS)=17.4, First Latency (s)=0.57, Second Latency (s)=0.642026.06 | 83.62 | 84.36 | 80.69 | |
| Wan2.1-14BCausal Chunk Pattern=Bidirectional, NFE=50×2, Throughput (FPS)=0.182026.06 | 83.35 | 83.97 | 80.88 | |
| Causal-rCMCausal Chunk Pattern=Frame-wise (c1-1), Inference Schedule=2-step, noisy ctx, NFE=2, Throughput (FPS)=15.9, First Latency (s)=0.40, Second Latency (s)=0.23, SF-DMD iters=15002026.06 | 83.11 | 83.55 | 81.37 | |
| Wan2.1-1.3BCausal Chunk Pattern=Bidirectional, NFE=50×2, Throughput (FPS)=0.722026.06 | 82.78 | 83.44 | 80.13 | |
| Causal ForcingCausal Chunk Pattern=Frame-wise (c1-1), Inference Schedule=4-step, NFE=5, Throughput (FPS)=8.3, First Latency (s)=0.40, Second Latency (s)=0.462026.06 | 81.56 | 82.59 | 77.44 |