Product Classification on M5Product (test)
99.54AccuracyMOON3.0
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MOON3.0Setting=Zero-shot2026.04 | 99.54 | 99.57 | 99.51 | 99.54 | |
| MOON2.0Setting=Zero-shot2026.04 | 95.5 | 95.42 | 95.3 | 95.18 | |
| Qwen3-VL-2B (SFT)Setting=SFT (Supervised Fine-Tuning)2026.04 | 93.23 | 93.23 | 93.22 | 93.21 | |
| InternVL3.5-2B (SFT)Setting=SFT (Supervised Fine-Tuning)2026.04 | 92.38 | 92.09 | 92.72 | 92.08 | |
| MM-EmbedSetting=Zero-shot2026.04 | 78.7 | 83.71 | 77.91 | 76.05 | |
| GME-Qwen2VLSetting=Zero-shot2026.04 | 73.87 | 73.68 | 74.06 | 73.4 | |
| MOONSetting=Zero-shot2026.04 | 73.12 | 66.23 | 70 | 66.43 | |
| Qwen3-VL-EmbeddingSetting=Zero-shot2026.04 | 59.98 | 91.59 | 59.22 | 60.83 | |
| CASLIE-SSetting=Zero-shot2026.04 | 38.16 | 57.08 | 36.64 | 30.39 | |
| InternVL3.5-2BSetting=Zero-shot2026.04 | 30.81 | 48.03 | 29.58 | 27.51 | |
| FashionCLIPSetting=Zero-shot2026.04 | 28.02 | 44.82 | 26.8 | 22.39 | |
| Qwen3-VL-2BSetting=Zero-shot2026.04 | 27.51 | 32.82 | 27.07 | 21.53 | |
| SigLIP2Setting=Zero-shot2026.04 | 11.46 | 24.13 | 12.14 | 9.71 |