Inference Efficiency on LLaVA-NeXT Inference
7.998Inference Time (s)Vanilla
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| VanillaBackbone=LLaVA-NeXT2025.12 | 7.998 | 215 | 38,166.48 | 177.52 | |
| DevilsBackbone=LLaVA-NeXT2025.12 | 8.39 | 60 | 37,163.19 | 619.39 | |
| VISTABackbone=LLaVA-NeXT2025.12 | 8.573 | 192 | 37,822.56 | 196.99 | |
| SAVEBackbone=LLaVA-NeXT2025.12 | 8.863 | 174 | 40,281.54 | 231.5 | |
| DeCoBackbone=LLaVA-NeXT2025.12 | 10.85 | 220 | 67,947.49 | 308.85 | |
| VTIBackbone=LLaVA-NeXT2025.12 | 12.553 | 248 | 38,662.83 | 155.9 |