Image Classification on Oxford 102 Flowers (test)
99.1Mean Per-Class Accuracy2SFS
Evaluation Results
| Method | Links | |
|---|---|---|
| 2SFSBackbone=ViT-L/14, Shots=162025.03 | 99.1 | |
| Expert II (Flowers)Seed Model=CLIP ViT-B/162026.05 | 98.13 | |
| ReLICv2Evaluation protocol=Fine-tuned, Backbone=ResNet-50, Pre-trained=ImageNet2022.01 | 97.9 | |
| UnrestrictedMoESeed Model=CLIP ViT-B/162026.05 | 97.73 | |
| 2SFSBackbone=ViT-B/16, Shots=162025.03 | 97.7 | |
| Supervised-INEvaluation protocol=Fine-tuned, Backbone=ResNet-50, Pre-trained=ImageNet2022.01 | 97.6 | |
| MetaMoESeed Model=CLIP ViT-B/162026.05 | 97.08 | |
| SimCLREvaluation protocol=Fine-tuned, Backbone=ResNet-50, Pre-trained=ImageNet2022.01 | 97 | |
| BYOLEvaluation protocol=Fine-tuned, Backbone=ResNet-50, Pre-trained=ImageNet2022.01 | 97 | |
| 2SFSBackbone=ViT-B/32, Shots=162025.03 | 96.3 | |
| BYOLEvaluation protocol=Linear evaluation, Backbone=ResNet-50, Pre-trained=ImageNet2022.01 | 96.1 | |
| BYOLProtocol=Linear classification2022.12 | 96.1 | |
| SCEProtocol=Linear classification2022.12 | 96.1 | |
| Linear Probe CLIPshots=162022.05 | 95.6 | |
| ReLICv2Evaluation protocol=Linear evaluation, Backbone=ResNet-50, Pre-trained=ImageNet2022.01 | 95.6 | |
| ProDAshots=162022.05 | 95.5 | |
| NNCLREvaluation protocol=Linear evaluation, Backbone=ResNet-50, Pre-trained=ImageNet2022.01 | 95.1 | |
| NNCLRProtocol=Linear classification2022.12 | 95.1 | |
| Supervised-INEvaluation protocol=Linear evaluation, Backbone=ResNet-50, Pre-trained=ImageNet2022.01 | 94.7 | |
| SupervisedProtocol=Linear classification2022.12 | 94.7 | |
| ProDAshots=82022.05 | 93.6 | |
| CoOpshots=162022.05 | 93.4 | |
| SimCLRProtocol=Linear classification2022.12 | 92.6 | |
| Random InitEvaluation protocol=Fine-tuned, Backbone=ResNet-50, Pre-trained=None2022.01 | 92 | |
| Linear Probe CLIPshots=82022.05 | 91.5 | |
| SimCLREvaluation protocol=Linear evaluation, Backbone=ResNet-50, Pre-trained=ImageNet2022.01 | 91.2 | |
| ProDAshots=42022.05 | 90.6 | |
| CoOpshots=82022.05 | 89.9 | |
| FlexOlmoSeed Model=CLIP ViT-B/162026.05 | 89.4 | |
| Linear Probe CLIPshots=42022.05 | 86.3 | |
| ProDAshots=22022.05 | 85.2 | |
| CoOpshots=42022.05 | 84.8 | |
| BTMSeed Model=CLIP ViT-B/162026.05 | 84.65 | |
| BTXSeed Model=CLIP ViT-B/162026.05 | 78.52 | |
| CoOpshots=22022.05 | 77.8 | |
| ProDAshots=12022.05 | 77.5 | |
| Linear Probe CLIPshots=22022.05 | 74.9 | |
| ModelSoupSeed Model=CLIP ViT-B/162026.05 | 74.18 | |
| CoOpshots=12022.05 | 70 | |
| ZeroShotSeed Model=CLIP ViT-B/162026.05 | 68.09 | |
| Expert I (Pets)Seed Model=CLIP ViT-B/162026.05 | 65.69 | |
| Zero-Shot CLIPshots=02022.05 | 65.5 | |
| Expert III (EuroSAT)Seed Model=CLIP ViT-B/162026.05 | 60.05 | |
| Linear Probe CLIPshots=12022.05 | 56.1 |