Image Classification on CIFAR10 (Group Accuracy and Training Efficiency)
95.41Average Group Accuracy (Top-1)CCS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CCSPrune Rate=00%2026.06 | 95.41 | — | |
| MetriQPrune Rate=00%2026.06 | 95.41 | — | |
| TDDSPrune Rate=00%2026.06 | 95.41 | — | |
| UCBPrune Rate=00%2026.06 | 95.41 | — | |
| InfoBatchPrune Rate=00%2026.06 | 95.41 | — | |
| RS2 w/rPrune Rate=00%2026.06 | 95.41 | — | |
| RS2 w/oPrune Rate=00%2026.06 | 95.41 | — | |
| RCAPPrune Rate=00%2026.06 | 95.41 | 23.3 | |
| TDDSPrune Rate=50%2026.06 | 94.88 | — | |
| RS2 w/rPrune Rate=50%2026.06 | 94.85 | — | |
| InfoBatchPrune Rate=50%2026.06 | 94.84 | — | |
| RCAPPrune Rate=50%2026.06 | 94.81 | 13.3 | |
| UCBPrune Rate=50%2026.06 | 94.78 | — | |
| RS2 w/oPrune Rate=50%2026.06 | 94.64 | — | |
| RCAPPrune Rate=70%2026.06 | 94.4 | 6.7 | |
| RS2 w/rPrune Rate=70%2026.06 | 94.19 | — | |
| InfoBatchPrune Rate=70%2026.06 | 94.14 | — | |
| RS2 w/oPrune Rate=70%2026.06 | 94.09 | — | |
| CCSPrune Rate=50%2026.06 | 93.85 | — | |
| UCBPrune Rate=70%2026.06 | 93.8 | — | |
| RS2 w/oPrune Rate=80%2026.06 | 93.5 | — | |
| InfoBatchPrune Rate=80%2026.06 | 93.44 | — | |
| RS2 w/rPrune Rate=80%2026.06 | 93.22 | — | |
| RCAPPrune Rate=80%2026.06 | 93.04 | 5.3 | |
| MetriQPrune Rate=50%2026.06 | 92.81 | — | |
| InfoBatchPrune Rate=90%2026.06 | 91.83 | — | |
| TDDSPrune Rate=70%2026.06 | 91.79 | — | |
| RCAPPrune Rate=90%2026.06 | 91.45 | 3.3 | |
| UCBPrune Rate=80%2026.06 | 91.24 | — | |
| CCSPrune Rate=70%2026.06 | 90.1 | — | |
| MetriQPrune Rate=70%2026.06 | 89.89 | — | |
| TDDSPrune Rate=80%2026.06 | 89.59 | — | |
| RS2 w/oPrune Rate=90%2026.06 | 89.11 | — | |
| RS2 w/rPrune Rate=90%2026.06 | 88.82 | — | |
| CCSPrune Rate=80%2026.06 | 86.5 | — | |
| MetriQPrune Rate=80%2026.06 | 86.31 | — | |
| UCBPrune Rate=90%2026.06 | 84.29 | — | |
| TDDSPrune Rate=90%2026.06 | 83.6 | — | |
| CCSPrune Rate=90%2026.06 | 81.2 | — | |
| MetriQPrune Rate=90%2026.06 | 76.26 | — |