Discriminative Ranking on Amazon Beauty
65.03AUCMMQ
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MMQ2025.08 | 65.03 | 0.447 | 4.4206 | 100 | 60.2 | |
| OPQQuantization Strategy=Modality-Separated2025.08 | 64.81 | 0.9801 | 3.3308 | 95 | 59.95 | |
| RQ-kmeansQuantization Strategy=Modality-Separated2025.08 | 64.8 | 1.1547 | 4.1603 | 100 | 60.01 | |
| ADC-SIDBackbone=PPNet2025.10 | 64.8 | 0.447 | 4.4206 | 100 | 61.25 | |
| RQ-VAEQuantization Strategy=Modality-Separated2025.08 | 64.73 | 1.1001 | 3.8375 | 100 | 59.71 | |
| RQ-kmeansQuantization Strategy=Modality-Aligned2025.08 | 64.72 | 0.624 | 1.71 | 100 | 59.99 | |
| OPQQuantization Strategy=Modality-Aligned2025.08 | 64.69 | 0.9647 | 3.398 | 96 | 59.98 | |
| RQ-VAEQuantization Strategy=Modality-Aligned2025.08 | 64.66 | 0.6028 | 3.4904 | 99 | 59.52 | |
| DASBackbone=PPNet2025.10 | 64.66 | 0.5432 | 3.6819 | 100 | 59.33 | |
| PPNet2025.08 | 64.55 | — | — | — | 58.97 | |
| MM-RQ-VAEBackbone=PPNet2025.10 | 64.53 | 0.5079 | 3.8242 | 100 | 59.91 | |
| RQ-KmeansBackbone=PPNet2025.10 | 64.52 | 0.6834 | 3.73 | 100 | 59.09 | |
| OPQBackbone=PPNet2025.10 | 64.49 | 0.9647 | 3.398 | 96 | 58.98 | |
| RQ-VAEBackbone=PPNet2025.10 | 64.46 | 0.6028 | 3.4904 | 99 | 58.52 | |
| LETTERBackbone=PPNet2025.10 | 64.44 | 0.5431 | 2.6819 | 100 | 59.73 |