Classification on Flowers (top-1 accuracy)
96.2Top-1 AccuracyCLIP
Evaluation Results
| Method | Links | |
|---|---|---|
| CLIPWay=5, Shot=52026.03 | 96.2 | |
| DREAMWay=5, Shot=52026.03 | 95.9 | |
| REPAWay=5, Shot=52026.03 | 86.5 | |
| OpenAI-CLIP ViT-LN=400M, Zero-shot=true2024.09 | 78.7 | |
| DINOv2-ARLN=20M, Zero-shot=true2024.09 | 78.4 | |
| LiT L16LN=112M, Zero-shot=true2024.09 | 76.3 | |
| FLUIDWay=5, Shot=52026.03 | 76.1 | |
| DINOv2-MpNetN=20M, Zero-shot=true2024.09 | 75.8 | |
| MARWay=5, Shot=52026.03 | 74.6 | |
| LAION-CLIP ViT-LN=400M, Zero-shot=true2024.09 | 73 | |
| CLIP-PGSImage Encoder=ViT-B/16, p=0.5, Protocol=Zero-shot2025.03 | 33.2 | |
| CLIP-PGSImage Encoder=ViT-B/16, p=0.3, Protocol=Zero-shot2025.03 | 30.7 | |
| CLIP-PGSImage Encoder=ViT-S/16, p=0.3, Protocol=Zero-shot2025.03 | 28.5 | |
| E-CLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.03 | 28.4 | |
| CLIP-PGSImage Encoder=ViT-S/16, p=0.5, Protocol=Zero-shot2025.03 | 26.6 | |
| CLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.03 | 26 | |
| A-CLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.03 | 25.7 | |
| FLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.03 | 25.3 | |
| SAIL w/ SigLIPAlignment=frozen pretrained DINOv2 and GTE-1.5, Loss=SigLIP, Setting=Zero-shot2026.05 | 8.75 | |
| FLQMIAAlignment=frozen pretrained DINOv2 and GTE-1.5, Setting=Zero-shot2026.05 | 8.28 | |
| SAIL w/ CLIPAlignment=frozen pretrained DINOv2 and GTE-1.5, Loss=InfoNCE, Setting=Zero-shot2026.05 | 7.17 | |
| FLVMIAAlignment=frozen pretrained DINOv2 and GTE-1.5, Setting=Zero-shot2026.05 | 6.57 | |
| CSAAlignment=frozen pretrained DINOv2 and GTE-1.5, Setting=Zero-shot2026.05 | 5.24 | |
| LiTLwA-baseN=0.5M, Zero-shot=true2024.09 | 2.1 | |
| LiTDA-baseN=0.5M, Zero-shot=true2024.09 | 1.1 |