Inference Efficiency on ImageNet-1k
-4.27Inference LengthGaussian
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| GaussianModel=Flamingo2025.06 | -4.27 | -1.12 | 6.96 | |
| JPEGModel=Flamingo2025.06 | -3.95 | -5.26 | 6.28 | |
| Verbose-BModel=Florence2025.06 | -3.08 | -1.78 | -2.51 | |
| NICGSlowdown-BModel=Florence2025.06 | -2.07 | -1.79 | 0.4 | |
| NICGSlowdown-BModel=Flamingo2025.06 | -1.14 | -0.12 | -1.74 | |
| JPEGModel=Florence2025.06 | -0.83 | -5.36 | -0.28 | |
| Verbose-BModel=Flamingo2025.06 | -0.63 | 5.26 | -1.7 | |
| GaussianModel=Florence2025.06 | -0.4 | -3.57 | -1.92 | |
| NICGSlowdown-BModel=BLIP2025.06 | 6.09 | 11.24 | 4.29 | |
| Verbose-BModel=BLIP2025.06 | 9.02 | 15.28 | 7.06 | |
| NICGSlowdown-BModel=GIT2025.06 | 11.64 | 16.15 | 17.79 | |
| JPEGModel=GIT2025.06 | 14.53 | 13.85 | 5.67 | |
| Verbose-BModel=GIT2025.06 | 18.21 | 8.48 | 9.21 | |
| GaussianModel=BLIP2025.06 | 20.5 | 20.42 | 24.5 | |
| JPEGModel=BLIP2025.06 | 35.87 | 42.43 | 37.54 | |
| GaussianModel=GIT2025.06 | 42.56 | 38.46 | 15.54 | |
| VLMInferSlowModel=Florence2025.06 | 47.39 | 42.86 | 65.83 | |
| VLMInferSlowModel=BLIP2025.06 | 74.38 | 66.89 | 55.58 | |
| VLMInferSlowModel=GIT2025.06 | 93.86 | 115.38 | 84.82 | |
| VLMInferSlowModel=Flamingo2025.06 | 103.44 | 78.42 | 70.32 |