Image Classification on ImageNet 1k (val) (Pruned Accuracy & FLOPs Efficiency)
77.53Pruned Top-1 AccS2HPruner
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| S2HPrunerUnpruned Top-1 Accuracy (%)=76.15, Pruning Epochs (Epr)=200, Extra Stage Epochs (Eex)=02024.10 | 77.53 | -1.38 | 76.19 | |
| CHEXUnpruned Top-1 Accuracy (%)=77.8, Pruning Epochs (Epr)=250, Extra Stage Epochs (Eex)=02024.10 | 77.4 | 0.4 | 50 | |
| S2HPrunerUnpruned Top-1 Accuracy (%)=76.15, Pruning Epochs (Epr)=200, Extra Stage Epochs (Eex)=02024.10 | 77.01 | -0.86 | 54.38 | |
| CHIPUnpruned Top-1 Accuracy (%)=76.15, Pruning Epochs (Epr)=-, Extra Stage Epochs (Eex)=2702024.10 | 76.3 | -0.15 | 55.2 | |
| GReg-1Unpruned Top-1 Accuracy (%)=76.13, Pruning Epochs (Epr)=-, Extra Stage Epochs (Eex)=1802024.10 | 76.27 | -0.14 | 67.11 | |
| TASUnpruned Top-1 Accuracy (%)=77.46, Pruning Epochs (Epr)=120, Extra Stage Epochs (Eex)=1202024.10 | 76.2 | 1.26 | 56.5 | |
| MetaPruningUnpruned Top-1 Accuracy (%)=76.6, Pruning Epochs (Epr)=32, Extra Stage Epochs (Eex)=1282024.10 | 76.2 | 0.4 | 73.17 | |
| GBNUnpruned Top-1 Accuracy (%)=75.88, Pruning Epochs (Epr)=10, Extra Stage Epochs (Eex)=1302024.10 | 76.19 | -0.31 | 59.46 | |
| S2HPrunerUnpruned Top-1 Accuracy (%)=76.15, Pruning Epochs (Epr)=200, Extra Stage Epochs (Eex)=02024.10 | 75.81 | 0.34 | 34.28 | |
| LeGRUnpruned Top-1 Accuracy (%)=76.1, Pruning Epochs (Epr)=-, Extra Stage Epochs (Eex)=1502024.10 | 75.7 | 0.4 | 58 | |
| CAIEUnpruned Top-1 Accuracy (%)=76.13, Pruning Epochs (Epr)=-, Extra Stage Epochs (Eex)=1202024.10 | 75.62 | 0.51 | 54.77 | |
| AutoSlimUnpruned Top-1 Accuracy (%)=76.1, Pruning Epochs (Epr)=50, Extra Stage Epochs (Eex)=1002024.10 | 75.6 | 0.5 | 48.43 | |
| FPGMUnpruned Top-1 Accuracy (%)=76.15, Pruning Epochs (Epr)=100, Extra Stage Epochs (Eex)=02024.10 | 75.59 | 0.56 | 57.8 | |
| SSSUnpruned Top-1 Accuracy (%)=76.12, Pruning Epochs (Epr)=100, Extra Stage Epochs (Eex)=02024.10 | 75.44 | 0.68 | 84.94 | |
| MetaPruningUnpruned Top-1 Accuracy (%)=76.6, Pruning Epochs (Epr)=32, Extra Stage Epochs (Eex)=1282024.10 | 75.4 | 1.2 | 48.78 | |
| LeGRUnpruned Top-1 Accuracy (%)=76.1, Pruning Epochs (Epr)=-, Extra Stage Epochs (Eex)=1502024.10 | 75.3 | 0.8 | 47 | |
| SCPUnpruned Top-1 Accuracy (%)=75.89, Pruning Epochs (Epr)=100, Extra Stage Epochs (Eex)=1002024.10 | 75.27 | 0.62 | 45.7 | |
| CHIPUnpruned Top-1 Accuracy (%)=76.15, Pruning Epochs (Epr)=-, Extra Stage Epochs (Eex)=2702024.10 | 75.26 | 0.89 | 37.2 | |
| SCOPUnpruned Top-1 Accuracy (%)=76.15, Pruning Epochs (Epr)=140, Extra Stage Epochs (Eex)=902024.10 | 75.26 | 0.89 | 45.4 | |
| OTOv2Unpruned Top-1 Accuracy (%)=76.1, Pruning Epochs (Epr)=120, Extra Stage Epochs (Eex)=02024.10 | 75.2 | 0.9 | 37.3 | |
| GBNUnpruned Top-1 Accuracy (%)=75.85, Pruning Epochs (Epr)=10, Extra Stage Epochs (Eex)=1302024.10 | 75.18 | 0.67 | 44.94 | |
| GReg-2Unpruned Top-1 Accuracy (%)=76.13, Pruning Epochs (Epr)=-, Extra Stage Epochs (Eex)=1802024.10 | 74.93 | 1.2 | 39.06 | |
| SlimmableUnpruned Top-1 Accuracy (%)=76.1, Pruning Epochs (Epr)=100, Extra Stage Epochs (Eex)=02024.10 | 74.9 | 1.2 | 55.69 | |
| GReg-1Unpruned Top-1 Accuracy (%)=76.13, Pruning Epochs (Epr)=-, Extra Stage Epochs (Eex)=1802024.10 | 74.85 | 1.28 | 39.06 | |
| FPGMUnpruned Top-1 Accuracy (%)=76.15, Pruning Epochs (Epr)=100, Extra Stage Epochs (Eex)=02024.10 | 74.83 | 1.32 | 46.5 | |
| AutoPrunerUnpruned Top-1 Accuracy (%)=76.15, Pruning Epochs (Epr)=32, Extra Stage Epochs (Eex)=1202024.10 | 74.76 | 1.39 | 48.78 | |
| AutoPruneUnpruned Top-1 Accuracy (%)=74.9, Pruning Epochs (Epr)=60, Extra Stage Epochs (Eex)=902024.10 | 74.5 | 0.4 | 45.46 | |
| RefillUnpruned Top-1 Accuracy (%)=75.84, Pruning Epochs (Epr)=95, Extra Stage Epochs (Eex)=1902024.10 | 74.46 | 1.38 | 60 | |
| S2HPrunerUnpruned Top-1 Accuracy (%)=76.15, Pruning Epochs (Epr)=200, Extra Stage Epochs (Eex)=02024.10 | 74.43 | 1.72 | 25.31 | |
| DMCPUnpruned Top-1 Accuracy (%)=76.6, Pruning Epochs (Epr)=40, Extra Stage Epochs (Eex)=1002024.10 | 74.4 | 2.2 | 26.8 | |
| OTOv2Unpruned Top-1 Accuracy (%)=76.1, Pruning Epochs (Epr)=120, Extra Stage Epochs (Eex)=02024.10 | 74.3 | 1.8 | 28.7 | |
| GReg-2Unpruned Top-1 Accuracy (%)=76.13, Pruning Epochs (Epr)=-, Extra Stage Epochs (Eex)=1802024.10 | 73.9 | 2.23 | 32.68 | |
| GReg-1Unpruned Top-1 Accuracy (%)=76.13, Pruning Epochs (Epr)=-, Extra Stage Epochs (Eex)=1802024.10 | 73.75 | 2.38 | 32.68 | |
| MetaPruningUnpruned Top-1 Accuracy (%)=76.6, Pruning Epochs (Epr)=32, Extra Stage Epochs (Eex)=1282024.10 | 73.4 | 3.2 | 24.39 | |
| S2HPrunerUnpruned Top-1 Accuracy (%)=76.15, Pruning Epochs (Epr)=200, Extra Stage Epochs (Eex)=02024.10 | 73.23 | 2.92 | 15.14 | |
| CAIEUnpruned Top-1 Accuracy (%)=76.13, Pruning Epochs (Epr)=-, Extra Stage Epochs (Eex)=1202024.10 | 72.39 | 3.74 | 32.9 | |
| RefillUnpruned Top-1 Accuracy (%)=75.84, Pruning Epochs (Epr)=95, Extra Stage Epochs (Eex)=1902024.10 | 72.25 | 3.59 | 40 | |
| SlimmableUnpruned Top-1 Accuracy (%)=76.1, Pruning Epochs (Epr)=100, Extra Stage Epochs (Eex)=02024.10 | 72.1 | 4 | 26.63 | |
| ThiNetUnpruned Top-1 Accuracy (%)=72.88, Pruning Epochs (Epr)=110, Extra Stage Epochs (Eex)=902024.10 | 72.04 | 0.84 | 63.21 | |
| SSSUnpruned Top-1 Accuracy (%)=76.12, Pruning Epochs (Epr)=100, Extra Stage Epochs (Eex)=02024.10 | 71.82 | 4.3 | 56.96 | |
| GALUnpruned Top-1 Accuracy (%)=76.15, Pruning Epochs (Epr)=32, Extra Stage Epochs (Eex)=1222024.10 | 71.8 | 4.35 | 45 | |
| ThiNetUnpruned Top-1 Accuracy (%)=72.88, Pruning Epochs (Epr)=110, Extra Stage Epochs (Eex)=902024.10 | 71.01 | 1.87 | 44.17 | |
| OTOv2Unpruned Top-1 Accuracy (%)=76.1, Pruning Epochs (Epr)=120, Extra Stage Epochs (Eex)=02024.10 | 70.1 | 6 | 14.5 | |
| GALUnpruned Top-1 Accuracy (%)=76.15, Pruning Epochs (Epr)=32, Extra Stage Epochs (Eex)=1222024.10 | 69.31 | 6.84 | 27.14 | |
| ThiNetUnpruned Top-1 Accuracy (%)=72.88, Pruning Epochs (Epr)=110, Extra Stage Epochs (Eex)=902024.10 | 68.42 | 4.46 | 28.5 | |
| RefillUnpruned Top-1 Accuracy (%)=75.84, Pruning Epochs (Epr)=95, Extra Stage Epochs (Eex)=1902024.10 | 66.83 | 9.01 | 20 |