Online Continual Self-Supervised Learning on ImageNet100 streaming online 20 experiences
49.4Final AccuracySOLAR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SOLARBUFFER=Deviation-Aware, DISTILL.=X2026.04 | 49.4 | 42.8 | |
| CLA-EBUFFER=FIFO, DISTILL.=✓2026.04 | 49 | 36.6 | |
| PERBUFFER=PER, DISTILL.=X2026.04 | 48.8 | 38.8 | |
| ERBUFFER=FIFO, DISTILL.=X2026.04 | 48.7 | 38.9 | |
| MinRedBUFFER=MinRed, DISTILL.=✓2026.04 | 48 | 42.5 | |
| LARSBUFFER=LARS, DISTILL.=X2026.04 | 43.2 | 39.2 | |
| CLA-RBUFFER=FIFO, DISTILL.=✓2026.04 | 43.1 | 42 | |
| ERBUFFER=Reservoir, DISTILL.=X2026.04 | 40.5 | 39.3 | |
| SCALEBUFFER=PSA, DISTILL.=✓2026.04 | 36.7 | 29.8 |