Class-incremental Learning on CIFAR10 (test)
92.2Average AccuracyJoint
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| JointBuffer size=-2023.10 | 92.2 | — | — | — | |
| Joint2022.01 | 92.2 | — | — | — | |
| Joint2022.09 | 91.79 | — | — | — | |
| DisCOILPTF=with2022.01 | 77.35 | — | — | — | |
| OWMPTF=with2022.01 | 75.39 | — | — | — | |
| iCaRLPTF=with, Buffer size=2002022.01 | 71.15 | — | — | — | |
| ILCOCPTF=with2022.01 | 69.04 | — | — | — | |
| PCLPTF=with2022.01 | 68.79 | — | — | — | |
| TriREBuffer size=2002023.10 | 68.17 | — | — | — | |
| Co2LBuffer size=2002023.10 | 65.57 | — | — | — | |
| DRIBuffer size=2002023.10 | 65.16 | — | — | — | |
| DER++Buffer size=2002023.10 | 64.88 | — | — | — | |
| GCRBuffer size=2002023.10 | 64.84 | — | — | — | |
| ER-ACEBuffer size=2002023.10 | 62.08 | — | — | — | |
| CLS-ERBuffer size=200, model_variant=single EMA model2023.10 | 61.88 | — | — | — | |
| FDRPTF=with, Buffer size=2002022.01 | 59.62 | — | — | — | |
| HALPTF=with, Buffer size=2002022.01 | 59.29 | — | — | — | |
| OWMPTF=without2022.01 | 52.83 | — | — | — | |
| MetaSP+RehSelbuffer size=5002022.09 | 50.1 | 96.81 | 68.24 | -58.38 | |
| MetaSPbuffer size=5002022.09 | 49.16 | 96.82 | 67.88 | -59.57 | |
| iCaRLPTF=without, Buffer size=2002022.01 | 49.02 | — | — | — | |
| ERBuffer size=2002023.10 | 44.79 | — | — | — | |
| DisCOILPTF=without2022.01 | 44.54 | — | — | — | |
| MetaSP+RehSelbuffer size=3002022.09 | 43.76 | 96.85 | 63.69 | -66.36 | |
| GMEDbuffer size=5002022.09 | 43.68 | 96.65 | 62.56 | -66.21 | |
| MIRbuffer size=5002022.09 | 42.65 | 96.65 | 59.99 | -67.5 | |
| MetaSPbuffer size=3002022.09 | 42.42 | 96.87 | 63.52 | -68.05 | |
| GSSbuffer size=5002022.09 | 41.96 | 96.55 | 58.16 | -68.24 | |
| PGMAPTF=without2022.01 | 40.47 | — | — | — | |
| ERbuffer size=5002022.09 | 40.45 | 96.74 | 57.69 | -70.36 | |
| EBMPTF=without2022.01 | 38.84 | — | — | — | |
| MIRbuffer size=3002022.09 | 38.53 | 96.7 | 56.96 | -72.72 | |
| ILCOCPTF=without2022.01 | 38.4 | — | — | — | |
| GMEDbuffer size=3002022.09 | 38.12 | 96.65 | 58.92 | -73.16 | |
| GEMbuffer size=3002022.09 | 37.51 | 93.9 | 55.43 | -70.48 | |
| GEMbuffer size=5002022.09 | 36.95 | 92.76 | 57.36 | -69.76 | |
| GDUMB2022.09 | 36.92 | — | 44.27 | — | |
| GSSbuffer size=3002022.09 | 35.89 | 96.53 | 54.33 | -75.8 | |
| ERbuffer size=3002022.09 | 34.19 | 96.73 | 53.72 | -78.18 | |
| IMMPTF=without2022.01 | 32.36 | — | — | — | |
| HALPTF=without, Buffer size=2002022.01 | 32.36 | — | — | — | |
| FDRPTF=without, Buffer size=2002022.01 | 30.91 | — | — | — | |
| OEWCPTF=with2022.01 | 28.27 | — | — | — | |
| HALbuffer size=5002022.09 | 27.94 | 91.96 | 49.05 | -80.01 | |
| SIPTF=with2022.01 | 27.43 | — | — | — | |
| HALbuffer size=3002022.09 | 24.45 | 91.3 | 46.34 | -83.56 | |
| Fine-tunePTF=with2022.01 | 23.73 | — | — | — | |
| LWFPTF=with2022.01 | 21.43 | — | — | — | |
| AGEMbuffer size=3002022.09 | 20.02 | 96.57 | 45.57 | -95.68 | |
| AGEMbuffer size=5002022.09 | 20.01 | 96.56 | 46.52 | -95.69 | |
| Finetune2022.09 | 19.66 | — | — | — | |
| SGDBuffer size=-2023.10 | 19.62 | — | — | — | |
| Fine-tunePTF=without2022.01 | 19.62 | — | — | — | |
| LwFBuffer size=-2023.10 | 19.61 | — | — | — | |
| LWFPTF=without2022.01 | 19.61 | — | — | — | |
| oEWCBuffer size=-2023.10 | 19.49 | — | — | — | |
| OEWCPTF=without2022.01 | 19.49 | — | — | — | |
| SIBuffer size=-2023.10 | 19.48 | — | — | — | |
| SIPTF=without2022.01 | 19.48 | — | — | — |