Image Classification on Stylized ImageNet (SIN)
-49.45SIN GapUniform Soup
Evaluation Results
| Method | Links | |
|---|---|---|
| Uniform SoupBackbone=ViT-B/32, Evaluation Protocol=Fine-tuned, Pre-training Dataset=WIT2022.12 | -49.45 | |
| MAE+LLEtrain data=IN-1k, evaluation protocol=Last Layer Ensemble, backbone=ViT-H2022.12 | -55.69 | |
| MAE+LLEBackbone=ViT-L/16, Evaluation Protocol=Fine-tuned2022.12 | -56.32 | |
| CLIPBackbone=ViT-L/16, Evaluation Protocol=Zero-shot, Pre-training Dataset=LAION2022.12 | -56.85 | |
| ERMBackbone=ViT-B/322022.12 | -57.16 | |
| Greedy SoupBackbone=ViT-B/32, Evaluation Protocol=Fine-tuned, Pre-training Dataset=WIT2022.12 | -57.51 | |
| MAE+LLEBackbone=ViT-B/16, Evaluation Protocol=Fine-tuned2022.12 | -58.78 | |
| CLIPtrain data=LAION-2B, evaluation protocol=zero-shot, backbone=ViT-H2022.12 | -59.47 | |
| SWAGtrain data=IG-3.6B, evaluation protocol=linear probing, backbone=ViT-H2022.12 | -59.99 | |
| SWAGBackbone=ViT-L/16, Evaluation Protocol=Linear Probing, Pre-training Dataset=IG-3.6B2022.12 | -60.26 | |
| CLIPBackbone=ViT-L/16, Evaluation Protocol=Zero-shot, Pre-training Dataset=WIT2022.12 | -61.27 | |
| ERMBackbone=ViT-L/162022.12 | -61.43 | |
| SWAGtrain data=IG-3.6B, evaluation protocol=fine-tuning, backbone=ViT-H2022.12 | -62.22 | |
| MAEtrain data=IN-1k, evaluation protocol=fine-tuning, backbone=ViT-H2022.12 | -62.29 | |
| MAEBackbone=ViT-L/16, Evaluation Protocol=Fine-tuned2022.12 | -62.48 | |
| ERMBackbone=ViT-B/162022.12 | -62.6 | |
| MoCov3Backbone=ViT-B/16, Evaluation Protocol=Linear Probing2022.12 | -63.36 | |
| SWAGBackbone=ViT-L/16, Evaluation Protocol=Fine-tuned, Pre-training Dataset=IG-3.6B2022.12 | -63.45 | |
| MAEBackbone=ViT-B/16, Evaluation Protocol=Fine-tuned2022.12 | -65.2 | |
| SWAGBackbone=ViT-B/16, Evaluation Protocol=Fine-tuned, Pre-training Dataset=IG-3.6B2022.12 | -66.99 | |
| SWAGBackbone=ViT-B/16, Evaluation Protocol=Linear Probing, Pre-training Dataset=IG-3.6B2022.12 | -67.33 | |
| ERMBackbone=RG-32gf2022.12 | -69.27 | |
| SEERBackbone=RG-32gf, Evaluation Protocol=Fine-tuned, Pre-training Dataset=IG-1B2022.12 | -73.04 |