Online Continual Self-Supervised Learning on CLEAR100 11 experiences (streaming online)
51.5Final AccuracySOLAR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SOLARBUFFER=Deviation-Aware, DISTILL.=X2026.04 | 51.5 | 41.3 | |
| MinRedBUFFER=MinRed, DISTILL.=✓2026.04 | 51.3 | 39.7 | |
| ERBUFFER=Reservoir, DISTILL.=X2026.04 | 47.1 | 35.3 | |
| CLA-RBUFFER=FIFO, DISTILL.=✓2026.04 | 46.7 | 35.3 | |
| PERBUFFER=PER, DISTILL.=X2026.04 | 46 | 35 | |
| ERBUFFER=FIFO, DISTILL.=X2026.04 | 45.3 | 34.9 | |
| LARSBUFFER=LARS, DISTILL.=X2026.04 | 44.7 | 34.1 | |
| SCALEBUFFER=PSA, DISTILL.=✓2026.04 | 44.2 | 41 | |
| CLA-EBUFFER=FIFO, DISTILL.=✓2026.04 | 37.7 | 29.3 |