Image Classification on OxfordPets (4-shot)
96AccuracyUNEM-Dirichlet
Evaluation results
| Method | Links | |
|---|---|---|
| UNEM-DirichletProtocol=Transductive, Shots=42024.12 | 96 | |
| GDAModel=DFN, Hyperparameter Tuning=true2026.03 | 92.8 | |
| HEC-VTModel=DFN+LLM (Qwen2-VL), Hyperparameter Tuning=true2026.03 | 92.8 | |
| EM-DirichletProtocol=Transductive, Shots=42024.12 | 92.5 | |
| TipAdapterModel=DFN, Hyperparameter Tuning=true2026.03 | 92.3 | |
| GDAModel=DFN+LLM (Qwen2-VL), Hyperparameter Tuning=true2026.03 | 92.3 | |
| HEC-VModel=DFN+LLM (Qwen2-VL), Hyperparameter Tuning=false2026.03 | 92.2 | |
| Zero-ShotModel=DFN, Hyperparameter Tuning=false2026.03 | 92 | |
| ProbingModel=DFN+LLM (Qwen2-VL), Hyperparameter Tuning=true2026.03 | 92 | |
| ProKeRModel=DFN, Hyperparameter Tuning=true2026.03 | 91.2 | |
| SAVsModel=DFN+LLM (Qwen2-VL), Hyperparameter Tuning=false2026.03 | 91 | |
| Laplacian ShotProtocol=Transductive, Shots=42024.12 | 88.4 | |
| α-TIMProtocol=Transductive, Shots=42024.12 | 87.1 | |
| ProKeRModel=DFN+LLM (Qwen2-VL), Hyperparameter Tuning=true2026.03 | 86.7 | |
| Tip-AdapterProtocol=Inductive, Shots=42024.12 | 86.4 | |
| CoOpProtocol=Inductive, Shots=42024.12 | 86.2 | |
| HEC-TModel=DFN+LLM (Qwen2-VL), Hyperparameter Tuning=false2026.03 | 85.2 | |
| ProbingModel=DFN, Hyperparameter Tuning=true2026.03 | 84.9 | |
| PADDLEProtocol=Transductive, Shots=42024.12 | 84.7 | |
| BDSCPNProtocol=Transductive, Shots=42024.12 | 81.3 | |
| TipAdapterModel=DFN+LLM (Qwen2-VL), Hyperparameter Tuning=true2026.03 | 79 | |
| Zero-ShotModel=DFN+LLM (Qwen2-VL), Hyperparameter Tuning=false2026.03 | 55 |