Zero-shot Image Classification on MMEB (val)
66.8Image Classification AccuracyXRay Model EViT-2B
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| XRay Model EViT-2BModel Size (B)=2.4, Zero-shot=true2026.02 | 66.8 | 71.9 | 79.4 | 44.2 | 44.8 | 79.5 | 68.6 | 95.3 | |
| XRay Model ViT-HModel Size (B)=0.6B, Zero-shot=true2026.02 | 66.1 | 73.5 | 79.6 | 36 | 45.7 | 83.3 | 65.2 | 93.6 | |
| Ops-MM-embedding-v1-2BModel Size (B)=2.21, Zero-shot=true2026.02 | 65.1 | 80.7 | 68.4 | 28.6 | 43.9 | 81.1 | 53.1 | 91.2 | |
| RzenEmbed-v1-2BModel Size (B)=2.21, Zero-shot=true2026.02 | 61.2 | 78.4 | 71.3 | 24.5 | 41.3 | 80.9 | 49.5 | 84.8 | |
| VLM2Vec-V2.0-Qwen2VL-2BModel Size (B)=2.21, Zero-shot=true2026.02 | 58.9 | 71 | 65.2 | 25.2 | 35.9 | 80.8 | 47.4 | 89.3 | |
| VLM2Vec-V1-Qwen2VL-2BModel Size (B)=2.21, Zero-shot=true2026.02 | 54.9 | 73.8 | 37.1 | 21.5 | 35.3 | 77.5 | 50.9 | 84.7 | |
| gme-Qwen2-VL-2B-InstructModel Size (B)=2.21, Zero-shot=true2026.02 | 52.3 | 67.3 | 70.6 | 26.5 | 35.8 | 58.3 | 28.8 | 78.6 | |
| interestFM-UIR-CAFe-0.5BModel Size (B)=0.894, Zero-shot=true2026.02 | 51.6 | 68.8 | 51 | 11.3 | 37.4 | 64.6 | 38.1 | 86.4 | |
| colpali-v1.3Model Size (B)=2.92, Zero-shot=true2026.02 | 38.5 | 56.1 | 45.6 | 6 | 27.5 | 42.4 | 14.9 | 64.6 |