Computed honestly from disk (metrics JSONs & generated mp4 outputs under runs/). n = clips scored; gen = mp4 outputs produced.
20 methods × 6 benchmarks = 120 cells | ✓ scored: 58 🔄 running: 5 ⏭/— pending+N/A: 57 (pending 34, N/A 23)
| Method | Static | Dynamic | Long-horizon | |||
|---|---|---|---|---|---|---|
| DL3DV static (eval50)total 50 | NVIDIA (secondary)total 24 | Kubric-4D (GCD)total 103 | SpatialVIDtotal 30 | LH-DL3DV drift/looptotal 42 | WorldScoretotal 8 | |
| Ours (warp+inpaint VACE) | ||||||
| VACE-14B (ours) | ✓ scored (n=50) | ✓ scored (n=18) | ✓ scored (n=91) | ✓ scored (n=30) | ✓ scored (n=42) | ✓ scored (n=8) |
| VACE-14B ft (long-horizon) | — pending | — pending | — pending | — pending | 🔄 running (gen: 3/42, ft@4000) | — pending |
| VACE-14B ft (dynamic) | — pending | — pending | — pending | — pending | — pending | — pending |
| VACE-14B ft (mixed) | — pending | — pending | — pending | — pending | — pending | — pending |
| I2V base | ✓ scored (n=34) | ✓ scored (n=21) | ✓ scored (n=90) | ✓ scored (n=29) | 🔄 running (gen: 19/42) | — pending |
| I2V ft | — pending | — pending | — pending | — pending | — pending | — pending |
| Diffusion baselines | ||||||
| GEN3C | ✓ scored (n=50) | ✓ scored (n=21) | ✓ scored (n=100) | ✓ scored (n=20) | ✓ scored (n=42) | ✓ scored (n=8) |
| Voyager | ✓ scored (n=49) | ✓ scored (n=18) | ✓ scored (n=5) | ✓ scored (n=30) | ✓ scored (n=33) | ✓ scored (n=8) |
| FlexWorld | ✓ scored (n=50) | ✓ scored (n=18) | ✓ scored (n=100) | — pending | ✓ scored (n=42) | ✓ scored (n=8) |
| ViewCrafter | ✓ scored (n=36) | ✓ scored (n=21) | ✓ scored (n=100) | ✓ scored (n=29) | ✓ scored (n=42) | ✓ scored (n=8) |
| FrameCrafter | ✓ scored (n=50) | ✓ scored (n=21) | ✓ scored (n=100) | ✓ scored (n=27) | ✓ scored (n=41) | ✓ scored (n=8) |
| NVS-Solver | ✓ scored (n=45) | ✓ scored (n=18) | ✓ scored (n=100) | ✓ scored (n=30) | ✓ scored (n=42) | ✓ scored (n=8) |
| ViewExtrapolator | ✓ scored (n=50) | ✓ scored (n=18) | — pending | ✓ scored (n=30) | ✓ scored (n=32) | ✓ scored (n=8) |
| TrajCrafter | ✓ scored (n=48) | ✓ scored (n=14) | ✓ scored (n=67) | ✓ scored (n=24) | ✓ scored (n=42) | ✓ scored (n=8) |
| Per-scene 3DGS | ||||||
| Shape-of-Motion (4D-GS) | ⏭ N/Aper-scene 4D-GS, not applicable | ✓ scored (n=21) | ✓ scored (n=15) | 🔄 running (gen: 30/30) | 🔄 running (gen: 42/42) | ⏭ N/Aper-scene 4D-GS, not applicable |
| Long-horizon SOTA (world models) | ||||||
| Lyra-2 | ⏭ N/ALH world-model, eval on LH only | ⏭ N/ALH world-model, eval on LH only | ⏭ N/ALH world-model, eval on LH only | ⏭ N/ALH world-model, eval on LH only | 🔄 running (gen: 24/42) | — pending |
| Matrix3D | ⏭ N/ALH world-model, eval on LH only | ⏭ N/ALH world-model, eval on LH only | ⏭ N/ALH world-model, eval on LH only | ⏭ N/ALH world-model, eval on LH only | — pending (queued)queued | — pending |
| SpatialMem | ⏭ N/ALH world-model, eval on LH only | ⏭ N/ALH world-model, eval on LH only | ⏭ N/ALH world-model, eval on LH only | ⏭ N/ALH world-model, eval on LH only | — pending (spmem running, no outputs yet)spmem running, no outputs yet | — pending |
| VMem | ⏭ N/ALH world-model, eval on LH only | ⏭ N/ALH world-model, eval on LH only | ⏭ N/ALH world-model, eval on LH only | ⏭ N/ALH world-model, eval on LH only | — pending (gated)gated | — pending |
| MatrixGame-3 | ⏭ N/ALH world-model, eval on LH only | ⏭ N/ALH world-model, eval on LH only | ⏭ N/ALH world-model, eval on LH only | ⏭ N/ALH world-model, eval on LH only | ⏭ N/Arun broken | — pending |