Image Classification on STL-10 (test) (CIFAR-10 Pre-training)
85.29Balanced AccuracySupCon (Baseline)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SupCon (Baseline)SSL Framework=SupCon2026.02 | 85.29 | — | — | |
| MoCo2+ (Baseline)SSL Framework=MoCo2+2026.02 | 84.46 | — | — | |
| ZePAD (SimCLR)SSL Framework=SimCLR2026.02 | 84.38 | — | — | |
| MoCo3 (Baseline)SSL Framework=MoCo32026.02 | 84 | — | — | |
| ZePAD (VibCreg)SSL Framework=VibCreg2026.02 | 83.65 | — | — | |
| DINO (Baseline)SSL Framework=DINO2026.02 | 83.54 | — | — | |
| ZePAD (MoCo3)SSL Framework=MoCo32026.02 | 83.51 | — | — | |
| NNCLR (Baseline)SSL Framework=NNCLR2026.02 | 83.09 | — | — | |
| BYOL (Baseline)SSL Framework=BYOL2026.02 | 83.08 | — | — | |
| ZePAD (SupCon)SSL Framework=SupCon2026.02 | 82.9 | — | — | |
| ZePAD (NNCLR)SSL Framework=NNCLR2026.02 | 82.52 | — | — | |
| ZePAD (BYOL)SSL Framework=BYOL2026.02 | 82.3 | — | — | |
| ZePAD (RESSL)SSL Framework=RESSL2026.02 | 82.1 | — | — | |
| SimCLR (Baseline)SSL Framework=SimCLR2026.02 | 81.94 | — | — | |
| RESSL (Baseline)SSL Framework=RESSL2026.02 | 81.87 | — | — | |
| ZePAD (SwAV)SSL Framework=SwAV2026.02 | 81.87 | — | — | |
| VibCreg (Baseline)SSL Framework=VibCreg2026.02 | 81.64 | — | — | |
| SwAV (Baseline)SSL Framework=SwAV2026.02 | 81.53 | — | — | |
| ZePAD (MoCo2+)SSL Framework=MoCo2+2026.02 | 81.52 | — | — | |
| ZePAD (W-MSE)SSL Framework=W-MSE2026.02 | 81.43 | — | — | |
| ZePAD (DINO)SSL Framework=DINO2026.02 | 81.42 | — | — | |
| W-MSE (Baseline)SSL Framework=W-MSE2026.02 | 78.49 | — | — | |
| ACLPre-training=ACL, Finetuning=SLF2023.04 | — | 25.41 | 56.53 | |
| ACLPre-training=ACL, Finetuning=ALF2023.04 | — | 27.17 | 51.71 | |
| ACLPre-training=ACL, Finetuning=AFF2023.04 | — | 32.66 | 61.41 | |
| ACL-AIRPre-training=ACL-AIR, Finetuning=SLF2023.04 | — | 28 | 61.91 | |
| ACL-AIRPre-training=ACL-AIR, Finetuning=ALF2023.04 | — | 30.06 | 62.03 | |
| ACL-AIRPre-training=ACL-AIR, Finetuning=AFF2023.04 | — | 34.26 | 62.58 | |
| DynACLPre-training=DynACL, Finetuning=SLF2023.04 | — | 28.52 | 52.45 | |
| DynACLPre-training=DynACL, Finetuning=ALF2023.04 | — | 29.13 | 49.53 | |
| DynACLPre-training=DynACL, Finetuning=AFF2023.04 | — | 35.25 | 63.29 | |
| DynACL-AIRPre-training=DynACL-AIR, Finetuning=SLF2023.04 | — | 29.88 | 54.59 | |
| DynACL-AIRPre-training=DynACL-AIR, Finetuning=ALF2023.04 | — | 31.24 | 57.14 | |
| DynACL-AIRPre-training=DynACL-AIR, Finetuning=AFF2023.04 | — | 35.66 | 63.74 |