Image Classification on CIFAR-10 (test) (Relative Efficiency Metrics)
24.51Relative Top-1 Accuracy Change (pp)BALF-F
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BALF-FRatio=0.52025.09 | 24.51 | 50.02 | 49.53 | |
| BALF-PRatio=0.52025.09 | 12.94 | 24.75 | 49.74 | |
| BALF-FRatio=0.72025.09 | 5.91 | 30.47 | 29.06 | |
| BALF-PRatio=0.72025.09 | 2.52 | 12.78 | 29.91 | |
| BALF-FRatio=0.82025.09 | 2.25 | 20.03 | 17.9 | |
| BALF-PRatio=0.82025.09 | 1.24 | 9.11 | 21.31 | |
| ALDStarget_params_reduction=-23.71%2025.09 | -1.5 | — | -23.71 | |
| FVRCPtarget_flops_reduction=-19.84%2025.09 | -2.5 | -19.84 | — | |
| ALDStarget_params_reduction=-30.05%2025.09 | -3.37 | — | -30.05 | |
| FVRCPtarget_flops_reduction=-29.51%2025.09 | -5.83 | -29.51 | — | |
| FVRCPtarget_flops_reduction=-49.35%2025.09 | -24.86 | -49.35 | — | |
| ALDStarget_params_reduction=-50.00%2025.09 | -25.22 | — | -50 |