Image Classification on CIFAR100 (Top-1 Accuracy and Training Time)
77.85Top-1 Accuracy (Group Avg)CCS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CCSPrune Rate=00%2026.06 | 77.85 | — | |
| MetriQPrune Rate=00%2026.06 | 77.85 | — | |
| TDDSPrune Rate=00%2026.06 | 77.85 | — | |
| UCBPrune Rate=00%2026.06 | 77.85 | — | |
| InfoBatchPrune Rate=00%2026.06 | 77.85 | — | |
| RS2 w/rPrune Rate=00%2026.06 | 77.85 | — | |
| RS2 w/oPrune Rate=00%2026.06 | 77.85 | — | |
| RCAPPrune Rate=00%2026.06 | 77.85 | 23.3 | |
| RCAPPrune Rate=50%2026.06 | 76.9 | 13.3 | |
| RS2 w/oPrune Rate=50%2026.06 | 76.76 | — | |
| RS2 w/rPrune Rate=50%2026.06 | 76.35 | — | |
| InfoBatchPrune Rate=50%2026.06 | 76.03 | — | |
| RS2 w/oPrune Rate=70%2026.06 | 75.76 | — | |
| RCAPPrune Rate=70%2026.06 | 75.63 | 6.7 | |
| InfoBatchPrune Rate=70%2026.06 | 75.53 | — | |
| UCBPrune Rate=50%2026.06 | 74.95 | — | |
| RS2 w/rPrune Rate=70%2026.06 | 74.86 | — | |
| InfoBatchPrune Rate=80%2026.06 | 74.68 | — | |
| RCAPPrune Rate=80%2026.06 | 74.62 | 5.3 | |
| RS2 w/rPrune Rate=80%2026.06 | 73.77 | — | |
| RS2 w/oPrune Rate=80%2026.06 | 73.68 | — | |
| InfoBatchPrune Rate=90%2026.06 | 71.93 | — | |
| TDDSPrune Rate=50%2026.06 | 71.87 | — | |
| RCAPPrune Rate=90%2026.06 | 70.92 | 3.3 | |
| UCBPrune Rate=70%2026.06 | 69.95 | — | |
| MetriQPrune Rate=50%2026.06 | 69.5 | — | |
| CCSPrune Rate=50%2026.06 | 69.16 | — | |
| RS2 w/rPrune Rate=90%2026.06 | 66.9 | — | |
| RS2 w/oPrune Rate=90%2026.06 | 66.59 | — | |
| TDDSPrune Rate=70%2026.06 | 64.94 | — | |
| CCSPrune Rate=70%2026.06 | 64.85 | — | |
| UCBPrune Rate=80%2026.06 | 62.13 | — | |
| MetriQPrune Rate=70%2026.06 | 60.98 | — | |
| TDDSPrune Rate=80%2026.06 | 57.13 | — | |
| CCSPrune Rate=80%2026.06 | 53.15 | — | |
| MetriQPrune Rate=80%2026.06 | 51.03 | — | |
| TDDSPrune Rate=90%2026.06 | 40.98 | — | |
| UCBPrune Rate=90%2026.06 | 40.03 | — | |
| CCSPrune Rate=90%2026.06 | 35.42 | — | |
| MetriQPrune Rate=90%2026.06 | 29.99 | — |