Multimodal Recommendation on Pet
14.51Recall@10MAIL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MAILModel Category=ID-free multimodal recommendation models2026.05 | 14.51 | 9.48 | |
| IDFREEModel Category=ID-free multimodal recommendation models2026.05 | 13.54 | 8.76 | |
| DuGRecModel Category=ID-based multimodal recommendation models2026.05 | 12.35 | 6.96 | |
| SSRModel Category=ID-based multimodal recommendation models2026.05 | 12.21 | 6.79 | |
| DRAGONIntegration Strategy=VI-MMRec-O2025.12 | 12.1 | 6.64 | |
| DRAGONIntegration Strategy=VI-MMRec-S2025.12 | 11.93 | 6.52 | |
| LETTERModel Category=ID-based multimodal recommendation models2026.05 | 11.93 | 6.62 | |
| SiMGRModel Category=ID-based multimodal recommendation models2026.05 | 11.85 | 6.63 | |
| PGLModel Category=ID-based multimodal recommendation models2026.05 | 11.75 | 6.44 | |
| DRAGONIntegration Strategy=Baseline2025.12 | 11.51 | 6.3 | |
| FREEDOMIntegration Strategy=VI-MMRec-O2025.12 | 11.43 | 6.26 | |
| SMOREModel Category=ID-based multimodal recommendation models2026.05 | 11.34 | 6.26 | |
| COHESIONModel Category=ID-based multimodal recommendation models2026.05 | 11.32 | 6.19 | |
| FREEDOMIntegration Strategy=VI-MMRec-S2025.12 | 11.27 | 6.16 | |
| LGMRecIntegration Strategy=VI-MMRec-O2025.12 | 11.23 | 6.19 | |
| DiffMMIntegration Strategy=VI-MMRec-O2025.12 | 11.21 | 6.16 | |
| DiffMMIntegration Strategy=VI-MMRec-S2025.12 | 11.05 | 6.07 | |
| LGMRecIntegration Strategy=VI-MMRec-S2025.12 | 11.04 | 6.1 | |
| SRGFormerModel Category=ID-based multimodal recommendation models2026.05 | 10.99 | 6.13 | |
| FREEDOMIntegration Strategy=Baseline2025.12 | 10.86 | 5.95 | |
| DiffMMIntegration Strategy=Baseline2025.12 | 10.6 | 5.82 | |
| LGMRecIntegration Strategy=Baseline2025.12 | 10.57 | 5.84 | |
| LGMRecModel Category=ID-based multimodal recommendation models2026.05 | 10.57 | 5.84 | |
| SLMRecIntegration Strategy=VI-MMRec-O2025.12 | 10.38 | 5.64 | |
| SLMRecIntegration Strategy=VI-MMRec-S2025.12 | 10.22 | 5.56 | |
| DualGNNIntegration Strategy=VI-MMRec-O2025.12 | 9.85 | 5.48 | |
| SLMRecIntegration Strategy=Baseline2025.12 | 9.76 | 5.33 | |
| DualGNNIntegration Strategy=VI-MMRec-S2025.12 | 9.63 | 5.34 | |
| DualGNNIntegration Strategy=Baseline2025.12 | 9.02 | 5.03 | |
| MMGCNIntegration Strategy=VI-MMRec-O2025.12 | 7.12 | 3.76 | |
| MMGCNIntegration Strategy=VI-MMRec-S2025.12 | 6.89 | 3.66 | |
| MMGCNIntegration Strategy=Baseline2025.12 | 6.19 | 3.29 | |
| DimCLModel Category=Traditional recommendation models2026.05 | 5.48 | 2.26 | |
| LightGCNModel Category=Traditional recommendation models2026.05 | 4.95 | 2.95 | |
| MF-BPRModel Category=Traditional recommendation models2026.05 | 3.48 | 1.92 |