Image Classification on Describable Textures Dataset (DTD) (test)
78Accuracy2SFS
Evaluation Results
| Method | Links | |
|---|---|---|
| 2SFSBackbone=ViT-L/14, Shots=162025.03 | 78 | |
| SCEProtocol=Linear classification2022.12 | 77.1 | |
| MoCo V2 Anisotropictraining_mode=SSL, texture_suppression=anisotropic2020.11 | 76.3 | |
| BYOLtraining_mode=SSL2020.11 | 76.2 | |
| SimCLRProtocol=Linear classification2022.12 | 75.7 | |
| BYOLProtocol=Linear classification2022.12 | 75.5 | |
| NNCLRProtocol=Linear classification2022.12 | 75.5 | |
| SupervisedProtocol=Linear classification2022.12 | 74.9 | |
| MoCo V2training_mode=SSL2020.11 | 74.7 | |
| SimCLRtraining_mode=SSL2020.11 | 73.2 | |
| 2SFSBackbone=ViT-B/16, Shots=162025.03 | 73.2 | |
| Supervised (Reproduced)training_mode=supervised2020.11 | 72.66 | |
| 2SFSBackbone=ViT-B/32, Shots=162025.03 | 70.4 | |
| SHiRABackbone=ViT-Base, Evaluation Protocol=Fine-tuned2024.06 | 69.73 | |
| LoRABackbone=ViT-Base, Evaluation Protocol=Fine-tuned2024.06 | 69.41 | |
| TCP + SAMPLeOptimizer=SAMPLe2026.07 | 47.79 | |
| ALIPEvaluation Protocol=Linear probing2026.05 | 47.1 | |
| CoPromptOptimizer=Baseline2026.07 | 47.07 | |
| DINORANKCLIP (full)Evaluation Protocol=Linear probing2026.05 | 47 | |
| CoCoOp + SAMPLeOptimizer=SAMPLe2026.07 | 46.75 | |
| MaPLeOptimizer=Baseline2026.07 | 46.49 | |
| CyCLIPEvaluation Protocol=Linear probing2026.05 | 45.8 | |
| CoCoOpOptimizer=Baseline2026.07 | 45.73 | |
| CoOp + SAMPLeOptimizer=SAMPLe2026.07 | 44.86 | |
| MaPLe + SAMPLeOptimizer=SAMPLe2026.07 | 44.55 | |
| TCPOptimizer=Baseline2026.07 | 44.35 | |
| CLIPEvaluation Protocol=Linear probing2026.05 | 43.2 | |
| Ours w/o DINOEvaluation Protocol=Linear probing2026.05 | 43 | |
| CoPrompt + SAMPLeOptimizer=SAMPLe2026.07 | 42.74 | |
| RANKCLIPEvaluation Protocol=Linear probing2026.05 | 42.4 | |
| CoOpOptimizer=Baseline2026.07 | 41.92 |