Zero-Shot Image Classification on SUN (10-way, 0-shot)
97.4Zero-Shot AccuracyDFN Zero-Shot
Evaluation results
| Method | Links | |
|---|---|---|
| DFN Zero-ShotBackbone=DFN, Protocol=10-way 0-shot2026.03 | 97.4 | |
| LLaVA-OV HEC-TBackbone=SigLIP+LLM (LLaVA-OV), Protocol=10-way 0-shot2026.03 | 97.2 | |
| Qwen2-VL HEC-TBackbone=DFN+LLM (Qwen2-VL), Protocol=10-way 0-shot2026.03 | 97 | |
| SigLIP Zero-ShotBackbone=SigLIP, Protocol=10-way 0-shot2026.03 | 96.8 | |
| LLaVA-OV BaselineBackbone=SigLIP+LLM (LLaVA-OV), Protocol=10-way 0-shot2026.03 | 96 | |
| Qwen2-VL STBackbone=DFN+LLM (Qwen2-VL), Protocol=10-way 0-shot2026.03 | 94.5 | |
| Qwen2-VL BaselineBackbone=DFN+LLM (Qwen2-VL), Protocol=10-way 0-shot2026.03 | 94.2 | |
| LLaVA-OV STBackbone=SigLIP+LLM (LLaVA-OV), Protocol=10-way 0-shot2026.03 | 52.4 |