Motion Customization on DavisBench
97.8Temporal Consistency (TC)MotionEcho (MOFT 3 steps)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MotionEcho (MOFT 3 steps)Backbone=Wan2.2TI2V-5B-Fastvideo, Sampling Steps=3, ITC=48s2025.06 | 97.8 | 32.4 | 79.9 | 138.49 | — | — | |
| MotionEcho (DMT 3 steps)Backbone=Wan2.2TI2V-5B-Fastvideo, Sampling Steps=3, ITC=47s2025.06 | 97.7 | 32.4 | 80.4 | 137.42 | — | — | |
| MotionEcho (DiTFlow 3 steps)Backbone=Wan2.2TI2V-5B-Fastvideo, Sampling Steps=3, ITC=50s2025.06 | 97.5 | 32.1 | 81.4 | 138.9 | — | — | |
| DiTFlowBackbone=Wan2.2TI2V-5B, ITC=130s2025.06 | 97.4 | 31.6 | 57 | 136.19 | — | — | |
| DMTBackbone=Wan2.2TI2V-5B, ITC=122s2025.06 | 97.2 | 31.8 | 57.9 | 138.37 | — | — | |
| MotionEcho (DiTFlow base)Backbone=VB, Inference steps=82025.06 | 97.1 | 31.1 | 73.3 | 131.82 | 54 | — | |
| MOFTBackbone=Wan2.2TI2V-5B, ITC=124s2025.06 | 97.1 | 31.6 | 59 | 139.32 | — | — | |
| MotionEcho (DitFlow)Backbone=VB, Steps=8 steps2025.06 | 97.1 | 31.1 | 73.3 | 131.82 | 54 | — | |
| DiTFlowBackbone=Wan2.1-1.3B2025.06 | 96.9 | 32.4 | 60.5 | 134.42 | 120 | — | |
| DitFlowBackbone=VB, Steps=8 steps2025.06 | 96.4 | 30.4 | 54 | 138.9 | 34 | — | |
| DMTBackbone=Wan2.1-1.3B2025.06 | 96.3 | 32.1 | 62.2 | 129.49 | 117 | — | |
| MotionEcho (DMT base)Backbone=VB, Inference steps=82025.06 | 96.3 | 31.3 | 73.2 | 132.52 | 49 | — | |
| MotionEcho (DMT)Backbone=VB, Steps=8 steps2025.06 | 96.3 | 31.3 | 73.2 | 132.52 | 49 | — | |
| MotionEcho (MOFT base)Backbone=VB, Inference steps=82025.06 | 96.2 | 31.2 | 73.1 | 130.01 | 50 | — | |
| MotionEcho (MOFT)Backbone=VB, Steps=8 steps2025.06 | 96.2 | 31.2 | 73.1 | 130.01 | 50 | — | |
| MOFTBackbone=Wan2.1-1.3B2025.06 | 96.1 | 32.6 | 50.5 | 131.98 | 116 | — | |
| MotionEcho (DiTFlow 4 steps)Backbone=Wan2.2TI2V-5B-Turbo, Sampling Steps=4, ITC=55s2025.06 | 95.7 | 29 | 77.2 | 145.29 | — | — | |
| MotionEcho (MOFT 4 steps)Backbone=Wan2.2TI2V-5B-Turbo, Sampling Steps=4, ITC=51s2025.06 | 95.5 | 29.3 | 75.1 | 142.62 | — | — | |
| MotionEcho (DMT 4 steps)Backbone=Wan2.2TI2V-5B-Turbo, Sampling Steps=4, ITC=48s2025.06 | 95.5 | 28.7 | 77.7 | 142.29 | — | — | |
| MOFTBackbone=VB, Steps=8 steps2025.06 | 95.5 | 30.3 | 49.1 | 135.86 | 33 | — | |
| DMTBackbone=VB, Steps=8 steps2025.06 | 95.4 | 30.2 | 56.7 | 133.28 | 32 | — | |
| MotionDirector*Backbone=Wan2.1-1.3B2025.06 | 92.4 | 27.8 | 62.7 | 135.571 | 20 | 3,629 |