Image Classification on Average across 12 datasets
83AccuracyHEC-VT
Evaluation results
| Method | Links | |
|---|---|---|
| HEC-VTModel=DFN+LLM (Qwen2-VL), Hyperparameter Tuning=true2026.03 | 83 | |
| HEC-VModel=DFN+LLM (Qwen2-VL), Hyperparameter Tuning=false2026.03 | 82.4 | |
| GDAModel=DFN, Hyperparameter Tuning=true2026.03 | 81.5 | |
| ProKeRModel=DFN, Hyperparameter Tuning=true2026.03 | 81 | |
| SAVsModel=DFN+LLM (Qwen2-VL), Hyperparameter Tuning=false2026.03 | 80 | |
| ProbingModel=DFN+LLM (Qwen2-VL), Hyperparameter Tuning=true2026.03 | 79.9 | |
| GDAModel=DFN+LLM (Qwen2-VL), Hyperparameter Tuning=true2026.03 | 79 | |
| ProKeRModel=DFN+LLM (Qwen2-VL), Hyperparameter Tuning=true2026.03 | 77.6 | |
| TipAdapterModel=DFN, Hyperparameter Tuning=true2026.03 | 77.1 | |
| ProbingModel=DFN, Hyperparameter Tuning=true2026.03 | 75.5 | |
| Zero-ShotModel=DFN, Hyperparameter Tuning=false2026.03 | 69.2 | |
| TipAdapterModel=DFN+LLM (Qwen2-VL), Hyperparameter Tuning=true2026.03 | 65.8 | |
| HEC-TModel=DFN+LLM (Qwen2-VL), Hyperparameter Tuning=false2026.03 | 64.5 | |
| Zero-ShotModel=DFN+LLM (Qwen2-VL), Hyperparameter Tuning=false2026.03 | 41.5 |