Image Classification on ImageNet-S v1 (val)
38.43AccuracyInfoMin
Evaluation results
| Method | Links | ||
|---|---|---|---|
| InfoMin2021.10 | 38.43 | — | |
| BYOL + Patch-basedalpha=0.052021.10 | 36.76 | — | |
| BYOL2021.10 | 35.84 | — | |
| Supervised2021.10 | 34.95 | — | |
| MoCo-v2 + Patch-basedalpha=2, training setting=IFM setting2021.10 | 34.2 | — | |
| MoCo-v2 + Patch-basedmemory bank size (k)=16384, alpha=32021.10 | 34.03 | — | |
| MoCo-v2 + Patch-basedmemory bank size (k)=8192, alpha=22021.10 | 33.36 | — | |
| MoCo-v2 + IFMepsilon=0.1, training setting=IFM setting2021.10 | 31.87 | — | |
| MoCo-v2 + Patch-basedmemory bank size (k)=16384, alpha=22021.10 | 31.76 | — | |
| MoCo-v2 + IFMepsilon=0.2, training setting=IFM setting2021.10 | 31.55 | — | |
| MoCo-v2 + IFMepsilon=0.05, training setting=IFM setting2021.10 | 31.35 | — | |
| MoCo-v2training setting=IFM setting, memory bank size (k)=163842021.10 | 30.38 | — | |
| MoCo-v2 + Texture-basedmemory bank size (k)=16384, alpha=22021.10 | 29.11 | — | |
| MoCo-v2memory bank size (k)=81922021.10 | 28.45 | — | |
| MoCo-v2memory bank size (k)=163842021.10 | 28.24 | — | |
| CMC2021.10 | 24.04 | — | |
| InsDis2021.10 | 16.67 | — |