Class-Incremental Learning on CIFAR-10 Seq (FAA, FF)
78.62Final Average Accuracy (FAA)TA-NCCL + SAMix
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TA-NCCL + SAMixBuffer size=5002025.10 | 78.62 | — | |
| CCLISBuffer size=5002025.10 | 78.57 | — | |
| CILABuffer size=5002025.10 | 76.03 | — | |
| LODEBuffer size=5002025.05 | 75.91 | 18.18 | |
| FC-NCCL + SAMixBuffer size=5002025.10 | 75.87 | — | |
| FC-NCCLBuffer size=5002025.10 | 75.51 | — | |
| CCLISBuffer size=2002025.10 | 74.95 | — | |
| GCRBuffer size=5002025.10 | 74.69 | — | |
| Co2LBuffer size=5002025.10 | 74.26 | — | |
| ProNCBuffer size=5002025.05 | 73.95 | 26.75 | |
| TA-NCCL + SAMixBuffer size=2002025.10 | 73.25 | — | |
| DER++Buffer size=5002025.05 | 72.7 | 22.38 | |
| FC-NCCLBuffer size=2002025.10 | 72.63 | — | |
| DERBuffer size=5002025.05 | 70.51 | 24.02 | |
| DERBuffer size=5002025.10 | 70.51 | — | |
| TA-NCCL + SAMixBuffer size=02025.10 | 70.32 | — | |
| FC-NCCL + SAMixBuffer size=2002025.10 | 69.31 | — | |
| FC-NCCLBuffer size=02025.10 | 69.26 | — | |
| STARBuffer size=5002025.05 | 69.19 | 12.21 | |
| TA-NCCLBuffer size=5002025.10 | 68.71 | — | |
| LODEBuffer size=2002025.05 | 68.01 | 24.63 | |
| CILABuffer size=5002025.05 | 67.82 | 18.22 | |
| CILABuffer size=2002025.10 | 67.06 | — | |
| TA-NCCLBuffer size=2002025.10 | 66.78 | — | |
| FC-NCCL + SAMixBuffer size=02025.10 | 66.47 | — | |
| STARBuffer size=2002025.05 | 65.94 | 15.99 | |
| ProNCBuffer size=2002025.05 | 65.58 | 32.75 | |
| Co2LBuffer size=2002025.10 | 65.57 | — | |
| DER++Buffer size=2002025.05 | 64.88 | 32.59 | |
| GCRBuffer size=2002025.10 | 64.84 | — | |
| TA-NCCLBuffer size=02025.10 | 64.83 | — | |
| DERBuffer size=2002025.05 | 61.93 | 35.79 | |
| DERBuffer size=2002025.10 | 61.93 | — | |
| Co2LBuffer size=5002025.05 | 61.78 | 17.79 | |
| NCTBuffer size=5002025.05 | 60.93 | 13.82 | |
| CILABuffer size=2002025.05 | 59.68 | 37.52 | |
| Co2LBuffer size=02025.10 | 58.89 | — | |
| ERBuffer size=5002025.05 | 57.74 | 43.22 | |
| ERBuffer size=5002025.10 | 57.74 | — | |
| MNC3LBuffer size=5002025.05 | 52.2 | 27.88 | |
| NCTBuffer size=2002025.05 | 51.59 | 22.48 | |
| Co2LBuffer size=2002025.05 | 51.27 | 30.17 | |
| MNC3LBuffer size=2002025.05 | 51.09 | 33.74 | |
| GSSBuffer size=5002025.05 | 49.73 | 59.18 | |
| iCaRLBuffer size=2002025.05 | 49.02 | 23.52 | |
| iCaRLBuffer size=5002025.05 | 47.55 | 28.2 | |
| ERBuffer size=2002025.05 | 44.79 | 59.3 | |
| ERBuffer size=2002025.10 | 44.79 | — | |
| CSReLBuffer size=5002025.05 | 40.82 | 29.18 | |
| GSSBuffer size=2002025.05 | 39.07 | 72.48 | |
| CSReLBuffer size=2002025.05 | 37.46 | 26.34 | |
| GEMBuffer size=5002025.05 | 26.2 | 78.93 | |
| GEMBuffer size=2002025.05 | 25.54 | 80.36 | |
| TA-NCCL + SAMixBuffer=02025.10 | — | 21.47 | |
| TA-NCCL + SAMixBuffer=2002025.10 | — | 20.54 | |
| TA-NCCL + SAMixBuffer=5002025.10 | — | 15.25 |