Class-Incremental Learning on TinyImageNet Seq
22.95Average AccuracyTA-NCCL + SAMix
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TA-NCCL + SAMixBuffer size=5002025.10 | 22.95 | — | — | |
| CCLISBuffer size=5002025.10 | 22.88 | — | — | |
| FC-NCCL + SAMixBuffer size=5002025.10 | 20.71 | — | — | |
| CILABuffer size=5002025.10 | 20.64 | — | — | |
| FC-NCCLBuffer size=5002025.10 | 20.31 | — | — | |
| Co2LBuffer size=5002025.10 | 20.12 | — | — | |
| GCRBuffer size=5002025.10 | 19.66 | — | — | |
| TA-NCCL + SAMixBuffer size=2002025.10 | 18.39 | — | — | |
| DERBuffer size=5002025.10 | 17.75 | — | — | |
| FC-NCCL + SAMixBuffer size=2002025.10 | 17.58 | — | — | |
| TA-NCCL + SAMixBuffer size=02025.10 | 17.19 | — | — | |
| CCLISBuffer size=2002025.10 | 16.13 | — | — | |
| TA-NCCLBuffer size=5002025.10 | 16.05 | — | — | |
| FC-NCCL + SAMixBuffer size=02025.10 | 15.72 | — | — | |
| FC-NCCLBuffer size=2002025.10 | 15.52 | — | — | |
| CILABuffer size=2002025.10 | 14.55 | — | — | |
| FC-NCCLBuffer size=02025.10 | 14.54 | — | — | |
| Co2LBuffer size=2002025.10 | 13.88 | — | — | |
| Co2LBuffer size=02025.10 | 13.43 | — | — | |
| GCRBuffer size=2002025.10 | 13.05 | — | — | |
| DERBuffer size=2002025.10 | 11.87 | — | — | |
| TA-NCCLBuffer size=2002025.10 | 11.04 | — | — | |
| TA-NCCLBuffer size=02025.10 | 10.88 | — | — | |
| ERBuffer size=5002025.10 | 9.99 | — | — | |
| ERBuffer size=2002025.10 | 8.49 | — | — | |
| CILABuffer size=2002025.05 | — | 12.98 | 63.11 | |
| CILABuffer size=5002025.05 | — | 18.09 | 64.14 | |
| Co2LBuffer size=2002025.05 | — | 12.95 | 62.04 | |
| Co2LBuffer size=5002025.05 | — | 18.71 | 49.64 | |
| CSReLBuffer size=2002025.05 | — | 18.14 | 49.77 | |
| CSReLBuffer size=5002025.05 | — | 22.13 | 50.01 | |
| DERBuffer size=2002025.05 | — | 11.87 | 64.83 | |
| DERBuffer size=5002025.05 | — | 17.75 | 59.95 | |
| DER++Buffer size=2002025.05 | — | 11.34 | 73.47 | |
| DER++Buffer size=5002025.05 | — | 19.38 | 58.75 | |
| ERBuffer size=2002025.05 | — | 8.49 | 76.53 | |
| ERBuffer size=5002025.05 | — | 9.99 | 75.21 | |
| iCaRLBuffer size=2002025.05 | — | 7.53 | 31.06 | |
| iCaRLBuffer size=5002025.05 | — | 9.38 | 37.3 | |
| LODEBuffer size=2002025.05 | — | 15.13 | 64 | |
| LODEBuffer size=5002025.05 | — | 20.5 | 56.51 | |
| MNC3LBuffer size=2002025.05 | — | 10.57 | 59.68 | |
| MNC3LBuffer size=5002025.05 | — | 11.52 | 44.96 | |
| NCTBuffer size=2002025.05 | — | 10.95 | 49.33 | |
| NCTBuffer size=5002025.05 | — | 18.24 | 50.9 | |
| ProNCBuffer size=2002025.05 | — | 27.44 | 42.81 | |
| ProNCBuffer size=5002025.05 | — | 29.06 | 38.58 | |
| STARBuffer size=2002025.05 | — | 13.64 | 68.51 | |
| STARBuffer size=5002025.05 | — | 21.31 | 57.2 |