Image Classification on Flowers (mean per-class accuracy)
96.5Mean Per-Class AccuracyRényiCL
Evaluation results
| Method | Links | |
|---|---|---|
| RényiCLProtocol=linear evaluation2022.08 | 96.5 | |
| BYOLBackbone=ResNet-50, Pre-training=ImageNet2021.04 | 96.1 | |
| BYOLEpochs=1000, Backbone=ResNet-50, Pre-training Dataset=ImageNet2022.03 | 96.1 | |
| BYOLProtocol=linear evaluation2022.08 | 96.1 | |
| BYOLEvaluation protocol=Linear classifier2021.11 | 96.1 | |
| SCEEvaluation protocol=Linear classifier2021.11 | 96.1 | |
| NNCLRBackbone=ResNet-50, Pre-training=ImageNet2021.04 | 95.1 | |
| NNCLRProtocol=linear evaluation2022.08 | 95.1 | |
| NNCLREvaluation protocol=Linear classifier2021.11 | 95.1 | |
| Sup.-INBackbone=ResNet-50, Pre-training=ImageNet2021.04 | 94.7 | |
| SupervisedBackbone=ResNet-50, Pre-training Dataset=ImageNet2022.03 | 94.7 | |
| SupervisedProtocol=linear evaluation2022.08 | 94.7 | |
| SupervisedEvaluation protocol=Linear classifier2021.11 | 94.7 | |
| SimMatch (10%)Epochs=400, Backbone=ResNet-50, Pre-training Dataset=ImageNet2022.03 | 93.2 | |
| SimCLRBackbone=ResNet-50, Pre-training=ImageNet2021.04 | 92.6 | |
| SimCLREpochs=1000, Backbone=ResNet-50, Pre-training Dataset=ImageNet2022.03 | 92.6 | |
| SimCLREvaluation protocol=Linear classifier2021.11 | 92.6 | |
| SimCLRProtocol=linear evaluation2022.08 | 91.2 | |
| MoCo v2Epochs=800, Backbone=ResNet-50, Pre-training Dataset=ImageNet2022.03 | 90.5 | |
| REAL-LinearEvaluation Protocol=Retrieval Augmented, Retrieval Size=5002024.01 | 78.8 | |
| REAL-PromptEvaluation Protocol=Zero-Shot Prompting2024.01 | 76.6 | |
| REACTEvaluation Protocol=Retrieval Augmented, Retrieval Size=10K, Variant=Locked-Text2024.01 | 73.1 | |
| REACTEvaluation Protocol=Retrieval Augmented, Retrieval Size=10K, Variant=Gated-Image2024.01 | 72.3 | |
| OpenAI templatesEvaluation Protocol=Zero-Shot Prompting2024.01 | 68 | |
| PromptingEvaluation Protocol=Zero-Shot Prompting, Prompt Template=a photo of {concept}2024.01 | 66.5 | |
| CuPLEvaluation Protocol=Zero-Shot Prompting2024.01 | 65.8 | |
| PromptingEvaluation Protocol=Zero-Shot Prompting, Prompt Template={concept}2024.01 | 63.8 |