Image Retrieval on Pailitao-VL Offline E-commerce Retrieval (test)
64.52I-HR@1Pailitao-VL-Embedding
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Pailitao-VL-EmbeddingBackbone=MLLM2vec, Optimization=Ultra-scale ID classification2026.02 | 64.52 | 64.89 | 67.66 | 82.01 | 81.72 | 81.54 | 73.73 | |
| TBStars-VL-EmbeddingParadigm=VLM2vec, Training Data=Downstream E-commerce data2026.02 | 60.4 | 60.5 | 63.36 | 78.27 | 77.56 | 77.18 | 69.55 | |
| CLIP-IDClass-EmbeddingArchitecture=CLIP dual-encoder, Optimization=Ultra-scale ID-recognition2026.02 | 60.05 | 60.28 | 62.44 | 80.38 | 80.28 | 79.9 | 70.56 | |
| Qwen3-VL-EmbeddingParadigm=VLM2vec, Scenario=General2026.02 | 57.83 | 58.21 | 60.11 | 73.43 | 72.23 | 71.14 | 65.49 |