Image Classification on CIFAR10 (test) (Accuracy and Resource Reduction)
94.7Test AccuracyHBGTS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HBGTSBackbone=ResNet18, Parameter Reduction Target=95%2024.08 | 94.7 | -0.2 | 95.6 | 86.7 | |
| HBGTS-BBackbone=ResNet18, Parameter Reduction Target=95%2024.08 | 94.6 | 0.1 | 95.4 | 86.5 | |
| DenseBackbone=ResNet18, Parameter Reduction Target=95%2024.08 | 94.5 | 0 | — | — | |
| HBGTSBackbone=ResNet56, Parameter Reduction Target=63%2024.08 | 94.38 | -0.93 | 63.93 | 64.95 | |
| HBGTS-BBackbone=ResNet56, Parameter Reduction Target=63%2024.08 | 94.35 | 0.9 | 63.89 | 64.93 | |
| HBGSBackbone=ResNet56, Parameter Reduction Target=63%2024.08 | 94.15 | 0.7 | 63.87 | 64.91 | |
| HBGS-BBackbone=ResNet56, Parameter Reduction Target=63%2024.08 | 94.12 | 0.67 | 63.72 | 64.8 | |
| HBGSBackbone=ResNet18, Parameter Reduction Target=95%2024.08 | 93.9 | 0.6 | 95.3 | 86.2 | |
| FP-BackwardBackbone=ResNet56, Parameter Reduction Target=63%2024.08 | 93.88 | 0.43 | 63.35 | 62.56 | |
| HBGS-BBackbone=ResNet18, Parameter Reduction Target=95%2024.08 | 93.7 | 0.8 | 95.2 | 86 | |
| HBGTSBackbone=VGG16, Parameter Reduction Target=98%2024.08 | 93.5 | -0.3 | 98.6 | 94.8 | |
| LRFBackbone=ResNet56, Parameter Reduction Target=63%2024.08 | 93.49 | 0.04 | 63.35 | 62.56 | |
| DenseBackbone=ResNet56, Parameter Reduction Target=63%2024.08 | 93.45 | 0 | — | — | |
| HBGTS-BBackbone=VGG16, Parameter Reduction Target=98%2024.08 | 93.4 | 0.2 | 98.5 | 94.6 | |
| HBGTSBackbone=ResNet32, Parameter Reduction Target=63%2024.08 | 93.28 | -0.79 | 63.76 | 64.92 | |
| ASyminchangeBackbone=ResNet56, Parameter Reduction Target=63%2024.08 | 93.27 | 0.18 | 63.28 | 62.34 | |
| HBGTS-BBackbone=ResNet32, Parameter Reduction Target=63%2024.08 | 93.26 | 0.77 | 63.75 | 64.9 | |
| DenseBackbone=VGG16, Parameter Reduction Target=98%2024.08 | 93.2 | 0 | — | — | |
| HBGTS-BBackbone=ResNext101 32x16d, Param ↓ (%)=98.8, FLOPs ↓ (%)=94.3, VRAM (GB)=1.51, Percent of Parameter Reduction=98%2024.08 | 93.2 | -1.1 | — | — | |
| FPGMBackbone=ResNet56, Parameter Reduction Target=63%2024.08 | 93.14 | 0.31 | 63.21 | 52.6 | |
| HBGSBackbone=ResNet32, Parameter Reduction Target=63%2024.08 | 93.06 | 0.57 | 63.65 | 64.88 | |
| HBGS-BBackbone=ResNet32, Parameter Reduction Target=63%2024.08 | 93.03 | 0.54 | 63.63 | 64.78 | |
| HBGS-BBackbone=ResNext101 32x16d, Param ↓ (%)=98.7, FLOPs ↓ (%)=92.1, VRAM (GB)=1.55, Percent of Parameter Reduction=98%2024.08 | 93 | -0.9 | — | — | |
| SFPBackbone=ResNet56, Parameter Reduction Target=63%2024.08 | 92.91 | 0.54 | 63.19 | 52.6 | |
| FP-BackwardBackbone=ResNext101 32x16d, Param ↓ (%)=98.5, FLOPs ↓ (%)=89.9, VRAM (GB)=1.59, Percent of Parameter Reduction=98%2024.08 | 92.9 | -0.8 | — | — | |
| LFPCBackbone=ResNet56, Parameter Reduction Target=63%2024.08 | 92.89 | 0.56 | 63.25 | 52.9 | |
| CHIPBackbone=ResNet56, Parameter Reduction Target=63%2024.08 | 92.88 | 0.57 | 63.12 | 62.08 | |
| FP-BackwardBackbone=ResNet32, Parameter Reduction Target=63%2024.08 | 92.85 | 0.36 | 63.34 | 62.55 | |
| FP-BackwardBackbone=ResNet18, Parameter Reduction Target=95%2024.08 | 92.8 | 1.7 | 95.1 | 85.8 | |
| HBGSBackbone=VGG16, Parameter Reduction Target=98%2024.08 | 92.7 | 0.5 | 98.2 | 94.5 | |
| HBGS-BBackbone=VGG16, Parameter Reduction Target=98%2024.08 | 92.6 | 0.6 | 98.1 | 94.3 | |
| HRankBackbone=ResNet56, Parameter Reduction Target=63%2024.08 | 92.56 | 0.89 | 63.04 | 62.43 | |
| LRFBackbone=ResNet32, Parameter Reduction Target=63%2024.08 | 92.52 | 0.03 | 63.34 | 62.55 | |
| DenseBackbone=ResNet32, Parameter Reduction Target=63%2024.08 | 92.49 | 0 | — | — | |
| SAPBackbone=ResNet18, Parameter Reduction Target=95%2024.08 | 92.4 | 3.1 | 94.9 | 84.9 | |
| Dense RN16Backbone=ResNext101 32x16d, VRAM (GB)=7.622024.08 | 92.1 | 0 | — | — | |
| LFPCBackbone=ResNet32, Parameter Reduction Target=63%2024.08 | 91.98 | 0.51 | 63.05 | 52.6 | |
| SFPBackbone=ResNet32, Parameter Reduction Target=63%2024.08 | 91.94 | 0.55 | 63.02 | 41.5 | |
| Dense RN8Backbone=ResNext101 32x8d, VRAM (GB)=3.912024.08 | 91.8 | 0 | — | — | |
| FPGMBackbone=ResNet32, Parameter Reduction Target=63%2024.08 | 91.79 | 0.7 | 63.14 | 53.2 | |
| FP-BackwardBackbone=VGG16, Parameter Reduction Target=98%2024.08 | 91.5 | 1.7 | 97.8 | 93 | |
| LRFBackbone=ResNet18, Parameter Reduction Target=95%2024.08 | 91.5 | 3 | 95.1 | 85.8 | |
| EarlyCroP-SBackbone=ResNet18, Parameter Reduction Target=95%2024.08 | 91 | 3.5 | 95.1 | 85.8 | |
| LRFBackbone=VGG16, Parameter Reduction Target=98%2024.08 | 90.3 | 2.9 | 97.8 | 93 | |
| PLBackbone=VGG16, Parameter Reduction Target=98%2024.08 | 90.2 | 3 | 97.6 | 92 | |
| DLRFCBackbone=VGG16, Parameter Reduction Target=98%2024.08 | 90.1 | 3.1 | 97.3 | 76.9 | |
| EarlyCroP-SBackbone=VGG16, Parameter Reduction Target=98%2024.08 | 90 | 3.2 | 98 | 91 | |
| RandomBackbone=VGG16, Parameter Reduction Target=98%2024.08 | 86.3 | 6.9 | 98 | 89 | |
| RandomBackbone=ResNet18, Parameter Reduction Target=95%2024.08 | 86.3 | 8.2 | 93.7 | 85 |