Product Classification on Fashion200K
67.65AccuracyMOON3.0
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MOON3.0Setting=Zero-shot2026.04 | 67.65 | 77.62 | 74.05 | 66.99 | |
| MOON2.0mode=Zero-shot2025.11 | 66.44 | 68.9 | 69.55 | 64.21 | |
| MOON2.0Setting=Zero-shot2026.04 | 66.44 | 68.9 | 69.55 | 64.21 | |
| MOONmode=Zero-shot2025.11 | 63.74 | 59.02 | 68 | 61.05 | |
| MOONSetting=Zero-shot2026.04 | 63.74 | 59.02 | 68 | 61.05 | |
| GMEmode=Zero-shot2025.11 | 62.66 | 63.44 | 68.15 | 61.38 | |
| GME-Qwen2VLSetting=Zero-shot2026.04 | 62.66 | 63.44 | 68.15 | 61.38 | |
| Qwen3-VL-2B (SFT)Setting=SFT (Supervised Fine-Tuning)2026.04 | 60.92 | 65.5 | 67.83 | 61.28 | |
| MM-Embedmode=Zero-shot2025.11 | 59.24 | 66.29 | 66.6 | 59.24 | |
| MM-EmbedSetting=Zero-shot2026.04 | 59.24 | 66.29 | 66.6 | 59.24 | |
| BGE-VL-Largemode=Zero-shot2025.11 | 56.97 | 67.4 | 62.12 | 55.31 | |
| InternVL3.5-2B (SFT)Setting=SFT (Supervised Fine-Tuning)2026.04 | 56.84 | 58.2 | 60.65 | 52.67 | |
| Qwen3-VL-EmbeddingSetting=Zero-shot2026.04 | 55.76 | 73.36 | 57.55 | 54.91 | |
| FashionCLIPmode=Zero-shot2025.11 | 55.42 | 65.39 | 63.13 | 54.66 | |
| FashionCLIPSetting=Zero-shot2026.04 | 55.42 | 65.39 | 63.13 | 54.66 | |
| CASLIE-Smode=Zero-shot2025.11 | 54.88 | 58.23 | 55.65 | 53.76 | |
| CASLIE-SSetting=Zero-shot2026.04 | 54.88 | 58.23 | 55.65 | 53.76 | |
| InternVL3-2Bmode=Zero-shot2025.11 | 20.59 | 29.16 | 19.61 | 18 | |
| InternVL3.5-2BSetting=Zero-shot2026.04 | 12.83 | 22.82 | 18.14 | 18.34 | |
| Qwen2.5-VL-3Bmode=Zero-shot2025.11 | 12.44 | 25.6 | 13.16 | 12.14 | |
| SigLIP2mode=Zero-shot2025.11 | 12.18 | 20.04 | 10.92 | 6.6 | |
| SigLIP2Setting=Zero-shot2026.04 | 12.18 | 20.04 | 10.92 | 6.6 | |
| Qwen3-VL-2BSetting=Zero-shot2026.04 | 8.52 | 17.66 | 14.83 | 12.87 |