Image Classification on ImageNet v1 (val)
77.3Top-1 AccFlamingo-80B
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Flamingo-80BShot Setting=5-shot2022.09 | 77.3 | — | |
| SupervisedEvaluation protocol=Linear2021.05 | 76.5 | — | |
| SwAV (w/ multi-crop)Evaluation protocol=Linear2021.05 | 75.3 | — | |
| BYOLEvaluation protocol=Linear2021.05 | 74.3 | 91.6 | |
| OBOWEvaluation protocol=Linear2021.05 | 73.8 | — | |
| Barlow TwinsEvaluation protocol=Linear2021.05 | 73.2 | 91 | |
| VICRegEvaluation protocol=Linear2021.05 | 73.2 | 91.1 | |
| InfoMin AugEvaluation protocol=Linear2021.05 | 73 | 91.1 | |
| PaLI-17BShot Setting=0-shot2022.09 | 72.11 | — | |
| Flamingo-80BShot Setting=1-shot2022.09 | 71.9 | — | |
| SwAVEvaluation protocol=Linear2021.05 | 71.8 | — | |
| SimSiamEvaluation protocol=Linear2021.05 | 71.3 | — | |
| MoCo v2Evaluation protocol=Linear2021.05 | 71.1 | — | |
| PaLI-15BShot Setting=0-shot2022.09 | 70.27 | — | |
| SwAV (w/ multi-crop)Evaluation protocol=Semi-supervised, Label percentage=10%2021.05 | 70.2 | 89.9 | |
| PaLI-3BShot Setting=0-shot2022.09 | 70.06 | — | |
| Barlow TwinsEvaluation protocol=Semi-supervised, Label percentage=10%2021.05 | 69.7 | 89.3 | |
| VICRegEvaluation protocol=Semi-supervised, Label percentage=10%2021.05 | 69.5 | 89.5 | |
| SimCLREvaluation protocol=Linear2021.05 | 69.3 | 89 | |
| BYOLEvaluation protocol=Semi-supervised, Label percentage=10%2021.05 | 68.8 | 89 | |
| ALIGN (Baseline)Evaluation Protocol=zero-shot2022.05 | 66.39 | — | |
| CMCEvaluation protocol=Linear2021.05 | 66.2 | — | |
| SimCLREvaluation protocol=Semi-supervised, Label percentage=10%2021.05 | 65.6 | 87.8 | |
| CPC v2Evaluation protocol=Linear2021.05 | 63.8 | — | |
| PIRLEvaluation protocol=Linear2021.05 | 63.6 | — | |
| ALIGN-MRLRep. Size=768, Evaluation Protocol=zero-shot2022.05 | 62.26 | — | |
| ALIGN-MRLRep. Size=384, Evaluation Protocol=zero-shot2022.05 | 62.06 | — | |
| ALIGN-MRLRep. Size=192, Evaluation Protocol=zero-shot2022.05 | 60.95 | — | |
| MoCoEvaluation protocol=Linear2021.05 | 60.6 | — | |
| ALIGN-MRLRep. Size=96, Evaluation Protocol=zero-shot2022.05 | 58.31 | — | |
| SupervisedEvaluation protocol=Semi-supervised, Label percentage=10%2021.05 | 56.4 | 80.4 | |
| Barlow TwinsEvaluation protocol=Semi-supervised, Label percentage=1%2021.05 | 55 | 79.2 | |
| VICRegEvaluation protocol=Semi-supervised, Label percentage=1%2021.05 | 54.8 | 79.4 | |
| SwAV (w/ multi-crop)Evaluation protocol=Semi-supervised, Label percentage=1%2021.05 | 53.9 | 78.5 | |
| ALIGN-MRLRep. Size=48, Evaluation Protocol=zero-shot2022.05 | 53.84 | — | |
| BYOLEvaluation protocol=Semi-supervised, Label percentage=1%2021.05 | 53.2 | 78.4 | |
| SimCLREvaluation protocol=Semi-supervised, Label percentage=1%2021.05 | 48.3 | 75.5 | |
| ALIGN-MRLRep. Size=24, Evaluation Protocol=zero-shot2022.05 | 45.64 | — | |
| ALIGN-MRLRep. Size=12, Evaluation Protocol=zero-shot2022.05 | 30.57 | — | |
| SupervisedEvaluation protocol=Semi-supervised, Label percentage=1%2021.05 | 25.4 | 48.4 | |
| OBOWEvaluation protocol=Semi-supervised, Label percentage=1%2021.05 | — | 82.9 | |
| OBOWEvaluation protocol=Semi-supervised, Label percentage=10%2021.05 | — | 90.7 | |
| PIRLEvaluation protocol=Semi-supervised, Label percentage=1%2021.05 | — | 57.2 | |
| PIRLEvaluation protocol=Semi-supervised, Label percentage=10%2021.05 | — | 83.8 |