Multi-concept Video Customization on Multi-concept Video Customization Benchmark
0.361CLIP-T ScoreDisco-LoRA
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Disco-LoRAAblation=Full method2026.06 | 0.361 | 0.592 | 0.673 | 0.633 | 0.211 | 0.771 | 0.971 | 0.987 | 0.212 | 0.683 | 0.694 | |
| UnzipLoRA+FlexiAct2026.06 | 0.348 | 0.583 | 0.643 | 0.613 | 0.204 | 0.491 | 0.942 | 0.982 | 0.209 | 0.648 | 0.681 | |
| Disco-LoRA (w/o. T.A.M)Ablation=without Task-Adaptive Module (T.A.M)2026.06 | 0.345 | 0.601 | 0.64 | 0.621 | 0.21 | 0.768 | 0.965 | 0.988 | 0.208 | 0.66 | 0.688 | |
| Disco-LoRA (w/o. Lmag)Ablation=without Z-score regularization magnitude loss (Lmag)2026.06 | 0.33 | 0.545 | 0.684 | 0.615 | 0.196 | 0.725 | 0.972 | 0.983 | 0.205 | 0.64 | 0.682 | |
| Disco-LoRA (w/o. C.P)Ablation=without Constraint Projection (C.P)2026.06 | 0.315 | 0.53 | 0.635 | 0.583 | 0.187 | 0.695 | 0.945 | 0.977 | 0.201 | 0.635 | 0.675 | |
| Disco-LoRA (w/o. Ltrend)Ablation=without Z-score regularization trend loss (Ltrend)2026.06 | 0.31 | 0.515 | 0.61 | 0.563 | 0.181 | 0.58 | 0.92 | 0.975 | 0.201 | 0.62 | 0.665 | |
| MotionDirector(WAN)Architecture=WAN2026.06 | 0.308 | 0.541 | 0.698 | 0.62 | 0.179 | 0.701 | 0.976 | 0.987 | 0.2 | 0.629 | 0.68 | |
| DreamBooth(WAN)Architecture=WAN2026.06 | 0.298 | 0.522 | 0.695 | 0.609 | 0.151 | 0.687 | 0.97 | 0.986 | 0.198 | 0.624 | 0.668 |