Image Classification on ImageNet 16 (test)
77.2Top-1 AccDENSE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DENSEBaseline Architecture=ResNet50 - EagleEye [42], FLOPs (10^9)=4.1, Speedup (x)=1.002025.04 | 77.2 | 93.7 | |
| DENSEBaseline Architecture=ResNet50 [30], FLOPs (10^9)=4.1, Speedup (x)=1.002025.04 | 76.2 | 92.9 | |
| MDPBaseline Architecture=ResNet50 - EagleEye [42], Pruning Ratio=65%, FLOPs (10^9)=1.3, Speedup (x)=2.722025.04 | 75.2 | 92.5 | |
| SMCPBaseline Architecture=ResNet50 - EagleEye [42], Pruning Ratio=70%, FLOPs (10^9)=1.1, Speedup (x)=2.542025.04 | 75.1 | 92.3 | |
| MDPBaseline Architecture=ResNet50 - EagleEye [42], Pruning Ratio=70%, FLOPs (10^9)=1.2, Speedup (x)=3.002025.04 | 75 | 92.2 | |
| MDPBaseline Architecture=ResNet50 [30], Pruning Ratio=70%, FLOPs (10^9)=1.1, Speedup (x)=3.062025.04 | 74.8 | 92.2 | |
| IEEBaseline Architecture=ResNet50 - EagleEye [42], Pruning Ratio=70%, FLOPs (10^9)=1.1, Speedup (x)=2.572025.04 | 74.8 | 92.2 | |
| AHC-ABaseline Architecture=ResNet50 [30], Speedup (x)=2.242025.04 | 74.7 | 92.1 | |
| SMCPBaseline Architecture=ResNet50 [30], Pruning Ratio=70%, FLOPs (10^9)=1.0, Speedup (x)=2.892025.04 | 74.6 | 92 | |
| HALPBaseline Architecture=ResNet50 [30], Pruning Ratio=70%, FLOPs (10^9)=1.2, Speedup (x)=2.552025.04 | 74.5 | 91.8 | |
| HALPBaseline Architecture=ResNet50 - EagleEye [42], Pruning Ratio=70%, FLOPs (10^9)=1.2, Speedup (x)=2.652025.04 | 74.5 | 91.9 | |
| LAYERPRUNEBaseline Architecture=ResNet50 [30], Speedup (x)=1.792025.04 | 74.3 | — | |
| DTPBaseline Architecture=ResNet50 [30], Speedup (x)=3.062025.04 | 74.3 | — | |
| EAGLEEYE-1GBaseline Architecture=ResNet50 - EagleEye [42], FLOPs (10^9)=1.0, Speedup (x)=2.382025.04 | 74.2 | 91.8 | |
| AUTOSLIMBaseline Architecture=ResNet50 [30], FLOPs (10^9)=1.0, Speedup (x)=2.352025.04 | 74 | — | |
| GREG-2Baseline Architecture=ResNet50 [30], FLOPs (10^9)=1.3, Speedup (x)=1.492025.04 | 73.9 | — | |
| DCFFBaseline Architecture=ResNet50 [30], Speedup (x)=2.232025.04 | 73.8 | 91.6 | |
| METAPRUNEBaseline Architecture=ResNet50 [30], FLOPs (10^9)=1.0, Speedup (x)=2.342025.04 | 73.4 | — | |
| MDPBaseline Architecture=ResNet50 - EagleEye [42], Pruning Ratio=80%, FLOPs (10^9)=0.7, Speedup (x)=4.132025.04 | 72.8 | 90.9 | |
| SMCPBaseline Architecture=ResNet50 - EagleEye [42], Pruning Ratio=80%, Speedup (x)=3.712025.04 | 72.7 | — | |
| DBP-0.5Baseline Architecture=ResNet50 [30], Speedup (x)=1.602025.04 | 72.4 | — | |
| HALPBaseline Architecture=ResNet50 - EagleEye [42], Pruning Ratio=80%, FLOPs (10^9)=0.7, Speedup (x)=3.622025.04 | 71.2 | 90.1 | |
| RESCONV-PRNBaseline Architecture=ResNet50 [30], FLOPs (10^9)=1.62025.04 | 70 | 90 | |
| MDPBaseline Architecture=ResNet50 [30], Pruning Ratio=85%, FLOPs (10^9)=0.5, Speedup (x)=5.212025.04 | 70 | 89.3 | |
| MDPBaseline Architecture=ResNet50 - EagleEye [42], Pruning Ratio=85%, FLOPs (10^9)=0.5, Speedup (x)=5.162025.04 | 70 | 89.2 | |
| HALPBaseline Architecture=ResNet50 - EagleEye [42], Pruning Ratio=85%, FLOPs (10^9)=0.6, Speedup (x)=4.022025.04 | 68.6 | 88.5 | |
| HALPBaseline Architecture=ResNet50 [30], Pruning Ratio=85%, FLOPs (10^9)=0.6, Speedup (x)=3.902025.04 | 68.1 | 88.4 |