Video Synthesis on CATARACTS (test)
265.4FVDSWoMo
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SWoMoConditioning=Full (Scene graphs + Simulated sequence)2026.05 | 265.4 | 40.8 | 0.45 | 52.2 | 41.2 | |
| SWoMo-✗IMGAblation=No image conditioning2026.05 | 329.3 | 42.3 | 0.451 | 51.4 | 40.6 | |
| SG2VIDConditioning=Scene graphs2026.05 | 363.8 | 47.3 | 0.436 | 49.7 | 39.1 | |
| SWoMo-✗SGAblation=No scene graph conditioning2026.05 | 390.7 | 52.1 | 0.463 | 37.7 | 29.6 | |
| EndoraGeneration Mode=Unconditional2026.05 | 436.8 | 58.4 | 0.456 | — | — | |
| SG2VID2025.06 | 523.8 | 40.9 | 0.444 | — | — | |
| SG2VID-XIMG2025.06 | 535.7 | 39.8 | 0.465 | — | — | |
| StyleGAN-VGeneration Mode=Unconditional2026.05 | 581.5 | 107.2 | 0.379 | — | — | |
| StyleGAN-V2025.06 | 618.7 | 94.8 | 0.382 | — | — | |
| Endora2025.06 | 649.5 | 45.9 | 0.454 | — | — | |
| MOFA2025.06 | 713.4 | 88.3 | 0.46 | — | — | |
| MedSora2025.06 | 952.1 | 112.1 | 0.403 | — | — | |
| MOFAConditioning=Initial frame and motion trajectory2026.05 | 993.4 | 105.6 | 0.446 | 43.2 | 28.2 | |
| LVDM2025.06 | 1,178.9 | 113.7 | 0.559 | — | — | |
| MedSoraGeneration Mode=Unconditional2026.05 | 1,243.3 | 127.6 | 0.403 | — | — | |
| LVDMConditioning=Text-based scene graph triplets2026.05 | 1,604.6 | 131 | 0.557 | 22.8 | 15.4 |