Classification on M5Product
95.5AccuracyMOON2.0
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MOON2.0zero-shot=true2025.11 | 95.5 | — | — | — | |
| MOONZero-shot=true2025.08 | 92.92 | 93.09 | 93.1 | 92.48 | |
| Qwen2.5-VL-3BSFT=true2025.08 | 88.82 | 89.45 | 88.23 | 87.43 | |
| MM-EmbedZero-shot=true2025.08 | 88.4 | 91 | 87.65 | 86.79 | |
| SCALEModality=Image + Text2021.09 | 83.68 | — | — | — | |
| CLIPModality=Image + Text2021.09 | 82.6 | — | — | — | |
| BERTModality=Text2021.09 | 82.11 | — | — | — | |
| InternVL3-2BSFT=true2025.08 | 81.13 | 87.02 | 83.74 | 81.83 | |
| GMEZero-shot=true2025.08 | 80.76 | 83.96 | 81.09 | 79.98 | |
| MM-Embedzero-shot=true2025.11 | 78.7 | — | — | — | |
| GMEzero-shot=true2025.11 | 73.87 | — | — | — | |
| MOONzero-shot=true2025.11 | 73.12 | — | — | — | |
| Qwen2.5-VL-3BZero-shot=true2025.08 | 51.62 | 78.06 | 48.94 | 45.74 | |
| Qwen2.5-VL-3Bzero-shot=true, fine-tuned on MBE2.0=true2025.11 | 50.54 | — | — | — | |
| FashionCLIPZero-shot=true2025.08 | 41.88 | 59.74 | 40.54 | 37.1 | |
| CASLIE-Szero-shot=true2025.11 | 38.16 | — | — | — | |
| Image-basedModality=Image2021.09 | 30.14 | — | — | — | |
| CLIPZero-shot=true2025.08 | 28.89 | 44.22 | 27.12 | 24.75 | |
| FashionCLIPzero-shot=true2025.11 | 28.02 | — | — | — | |
| BGE-VL-Largezero-shot=true2025.11 | 22.42 | — | — | — | |
| InternVL3-2Bzero-shot=true, fine-tuned on MBE2.0=true2025.11 | 15.64 | — | — | — | |
| InternVL3-2BZero-shot=true2025.08 | 13.36 | 44.29 | 13.77 | 12.09 | |
| SigLIP2Zero-shot=true2025.08 | 13.22 | 19.29 | 12.14 | 8.98 | |
| SigLIP2zero-shot=true2025.11 | 11.46 | — | — | — |