Zero-shot Evaluation on OpenCLIP 38 datasets
67.3Average PerformanceEnsemble Teacher
Evaluation Results
| Method | Links | |
|---|---|---|
| Ensemble TeacherTraining Dataset=DataComp-1B [18], OpenAI-400M [47], Image Encoder=ViT-L/142023.11 | 67.3 | |
| MobileCLIP-B (LT)Training Dataset=DataCompDR-1B, Image Encoder=ViT-B/162023.11 | 65.8 | |
| MobileCLIP-BTraining Dataset=DataCompDR-1B, Image Encoder=ViT-B/162023.11 | 65.2 | |
| MobileCLIP-S2Training Dataset=DataCompDR-1B, Image Encoder=MCi22023.11 | 63.7 | |
| SigLIP-B/16Training Dataset=Webli-1B, Image Encoder=ViT-B/162023.11 | 62.3 | |
| DataComp-B/16Training Dataset=DataComp-1B [18], Image Encoder=ViT-B/162023.11 | 61.5 | |
| MobileCLIP-S1Training Dataset=DataCompDR-1B, Image Encoder=MCi12023.11 | 61.3 | |
| DataComp-B/32-256Training Dataset=DataComp-1B [18], Image Encoder=ViT-B/32-2562023.11 | 60.9 | |
| DFN-B/16Training Dataset=DFN-2B [16], Image Encoder=ViT-B/162023.11 | 60.9 | |
| EVA02-B/16Training Dataset=Merged-2B [55], Image Encoder=ViT-B/162023.11 | 58.9 | |
| LAION-B/16Training Dataset=LAION-2B [52], Image Encoder=ViT-B/162023.11 | 58.7 | |
| MobileCLIP-S0Training Dataset=DataCompDR-1B, Image Encoder=MCi02023.11 | 58.1 | |
| OpenAI-B/16Training Dataset=WIT-400M [47], Image Encoder=ViT-B/162023.11 | 58.1 | |
| DataComp-B/32Training Dataset=DataComp-1B [18], Image Encoder=ViT-B/322023.11 | 58 | |
| LAION-B/32Training Dataset=LAION-2B [52], Image Encoder=ViT-B/322023.11 | 54.8 | |
| TinyCLIP-61M/32Training Dataset=LAION-400M [51], Image Encoder=ViT-61M/322023.11 | 53 | |
| OpenAI-B/32Training Dataset=OpenAI-400M [47], Image Encoder=ViT-B/322023.11 | 52.5 | |
| TinyCLIP-40M/32Training Dataset=LAION-400M [51], Image Encoder=ViT-40M/322023.11 | 51.2 | |
| OpenAI-RN101Training Dataset=OpenAI-400M [47], Image Encoder=ResNet-1012023.11 | 50.3 | |
| TinyCLIP-RN30MTraining Dataset=LAION-400M [51], Image Encoder=ResNet-30M2023.11 | 50.2 | |
| TinyCLIP-RN19MTraining Dataset=LAION-400M [51], Image Encoder=ResNet-19M2023.11 | 48.3 | |
| OpenAI-RN50Training Dataset=OpenAI-400M [47], Image Encoder=ResNet-502023.11 | 48.1 |