Image Classification on Stylized-ImageNet 1.0 (val)
21.2Top-1 AccSupervised
Evaluation results
| Method | Links | |
|---|---|---|
| Supervised2021.10 | 21.2 | |
| MoCo-v2 + IFMepsilon=0.2, training setting=IFM setting2021.10 | 18.68 | |
| MoCo-v2 + Patch-basedmemory bank size (k)=16384, alpha=32021.10 | 18.6 | |
| MoCo-v2 + IFMepsilon=0.1, training setting=IFM setting2021.10 | 18.42 | |
| MoCo-v2 + IFMepsilon=0.05, training setting=IFM setting2021.10 | 18.18 | |
| InfoMin2021.10 | 18.14 | |
| MoCo-v2 + Patch-basedalpha=2, training setting=IFM setting2021.10 | 17.95 | |
| MoCo-v2 + Patch-basedmemory bank size (k)=8192, alpha=22021.10 | 17.81 | |
| MoCo-v2 + Patch-basedmemory bank size (k)=16384, alpha=22021.10 | 17.37 | |
| MoCo-v2memory bank size (k)=81922021.10 | 16.83 | |
| MoCo-v2training setting=IFM setting, memory bank size (k)=163842021.10 | 16.68 | |
| MoCo-v2 + Texture-basedmemory bank size (k)=16384, alpha=22021.10 | 16.59 | |
| MoCo-v2memory bank size (k)=163842021.10 | 16.2 | |
| BYOL + Patch-basedalpha=0.052021.10 | 15.52 | |
| BYOL2021.10 | 15.01 | |
| CMC2021.10 | 13.88 | |
| InsDis2021.10 | 9.86 | |
| Patch-base NSalpha=2, base_method=MoCo-v22021.10 | 6.34 | |
| MoCHibase_method=MoCo-v22021.10 | 5.94 | |
| MoCo-v22021.10 | 5.55 |