Image Classification on CIFAR-10 (test) (Pruning Ratios and Accuracy Change)
94.9Top-1 AccuracyEPruner
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| EPrunerBackbone=GoogleNet2025.02 | 94.9 | 63 | 66 | -0.15 | |
| sTLP-IBBackbone=GoogleNet2025.02 | 94.78 | 69 | 63 | -0.27 | |
| sGLP-IBBackbone=GoogleNet2025.02 | 94.75 | 69 | 63 | -0.3 | |
| FSMBackbone=GoogleNet2025.02 | 94.72 | 63 | 56 | -0.33 | |
| HrankBackbone=GoogleNet2025.02 | 94.53 | 55 | 55 | -0.52 | |
| AutoBotBackbone=VGGNet-162025.02 | 94.1 | 54 | 50 | 0.14 | |
| sTLP-IBBackbone=VGGNet-16, Setting=22025.02 | 94.1 | 61 | 85 | 0.14 | |
| NORTONBackbone=VGGNet-162025.02 | 94.08 | 60 | 83 | 0.12 | |
| sGLP-IBBackbone=VGGNet-16, Setting=22025.02 | 94.05 | 61 | 85 | 0.09 | |
| DECOREBackbone=VGGNet-162025.02 | 94.02 | 35 | 63 | 0.06 | |
| sTLP-IBBackbone=VGGNet-16, Setting=12025.02 | 94.01 | 64 | 91 | 0.05 | |
| APIBBackbone=VGGNet-162025.02 | 94 | 66 | 78 | 0.04 | |
| NORTONBackbone=ResNet-562025.02 | 94 | 42 | 48 | 0.72 | |
| GDPBackbone=VGGNet-162025.02 | 93.99 | 31 | — | 0.03 | |
| sGLP-IBBackbone=VGGNet-16, Setting=12025.02 | 93.98 | 65 | 91 | 0.02 | |
| sTLP-IBBackbone=ResNet-562025.02 | 93.96 | 53 | 52 | 0.68 | |
| AutoBotBackbone=ResNet-562025.02 | 93.94 | 50 | 44 | 0.66 | |
| sGLP-IBBackbone=ResNet-562025.02 | 93.93 | 53 | 52 | 0.65 | |
| APIBBackbone=ResNet-562025.02 | 93.92 | 47 | 51 | 0.64 | |
| CSDBackbone=ResNet-562025.02 | 93.89 | 45 | 40 | 0.61 | |
| sTLP-IBBackbone=ResNet-1102025.02 | 93.8 | 62 | 68 | 0.3 | |
| SRR-GRBackbone=ResNet-562025.02 | 93.75 | 54 | — | 0.47 | |
| CSDBackbone=VGGNet-162025.02 | 93.69 | 45 | 48 | -0.27 | |
| sGLP-IBBackbone=ResNet-1102025.02 | 93.69 | 64 | 68 | 0.19 | |
| NORTONBackbone=ResNet-1102025.02 | 93.68 | 66 | 68 | 0.18 | |
| EEMCBackbone=VGGNet-162025.02 | 93.63 | 56 | — | -0.33 | |
| EPrunerBackbone=ResNet-1102025.02 | 93.62 | 65 | 76 | 0.12 | |
| PGMPFBackbone=VGGNet-162025.02 | 93.6 | 66 | — | -0.36 | |
| DLRFCBackbone=ResNet-562025.02 | 93.57 | 53 | 55 | 0.29 | |
| FPGMBackbone=VGGNet-162025.02 | 93.5 | 36 | — | -0.46 | |
| DECOREBackbone=ResNet-110, Setting=22025.02 | 93.5 | 61 | 64 | 0 | |
| HRankBackbone=VGGNet-162025.02 | 93.42 | 54 | 83 | -0.54 | |
| L1Backbone=VGGNet-162025.02 | 93.41 | 34 | 64 | -0.55 | |
| CPMCBackbone=VGGNet-162025.02 | 93.4 | 66 | — | -0.56 | |
| MPFBackbone=ResNet-1102025.02 | 93.38 | 63 | — | -0.12 | |
| APIBBackbone=ResNet-1102025.02 | 93.37 | 77 | 82 | -0.13 | |
| HrankBackbone=ResNet-1102025.02 | 93.36 | 58 | 59 | -0.14 | |
| HrankBackbone=ResNet-562025.02 | 93.17 | 50 | 42 | -0.11 | |
| FSMBackbone=ResNet-562025.02 | 92.76 | 68 | 68 | -0.52 | |
| DECOREBackbone=ResNet-110, Setting=12025.02 | 92.71 | 77 | 80 | -0.79 | |
| FTWTBackbone=ResNet-562025.02 | 92.63 | 66 | — | -0.65 | |
| DECOREBackbone=ResNet-562025.02 | 90.85 | 81 | 85 | -2.43 |