Multimodal Recommendation on Amazon-Clothing
0.1106Recall@10MAIL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MAILModel Category=ID-free multimodal recommendation models2026.05 | 0.1106 | — | 0.0828 | — | |
| IDFREEModel Category=ID-free multimodal recommendation models2026.05 | 0.1053 | — | 0.0776 | — | |
| DuGRecModel Category=ID-based multimodal recommendation models2026.05 | 0.0727 | — | 0.0397 | — | |
| PGLModel Category=ID-based multimodal recommendation models2026.05 | 0.0712 | — | 0.0385 | — | |
| SiMGRModel Category=ID-based multimodal recommendation models2026.05 | 0.0712 | — | 0.0391 | — | |
| SSRModel Category=ID-based multimodal recommendation models2026.05 | 0.0708 | — | 0.0386 | — | |
| LETTERModel Category=ID-based multimodal recommendation models2026.05 | 0.0706 | — | 0.0386 | — | |
| FITMMscenario=cold-start, user_interactions=<= 52026.01 | 0.0691 | 0.1003 | 0.0381 | 0.0459 | |
| SMOREscenario=cold-start, user_interactions=<= 52026.01 | 0.0676 | 0.0983 | 0.0369 | 0.0446 | |
| COHESIONModel Category=ID-based multimodal recommendation models2026.05 | 0.0665 | — | 0.0358 | — | |
| SMOREModel Category=ID-based multimodal recommendation models2026.05 | 0.0659 | — | 0.036 | — | |
| MMILscenario=cold-start, user_interactions=<= 52026.01 | 0.0635 | 0.0948 | 0.0341 | 0.0423 | |
| SRGFormerModel Category=ID-based multimodal recommendation models2026.05 | 0.0596 | — | 0.033 | — | |
| LGMRecModel Category=ID-based multimodal recommendation models2026.05 | 0.0555 | — | 0.0302 | — | |
| FREEDOMscenario=cold-start, user_interactions=<= 52026.01 | 0.0444 | 0.0671 | 0.0241 | 0.0298 | |
| BM3scenario=cold-start, user_interactions=<= 52026.01 | 0.0424 | 0.0614 | 0.0229 | 0.0276 | |
| GRCNscenario=cold-start, user_interactions=<= 52026.01 | 0.0416 | 0.0648 | 0.0213 | 0.0271 | |
| LATTICEscenario=cold-start, user_interactions=<= 52026.01 | 0.0414 | 0.0555 | 0.0218 | 0.0254 | |
| DimCLModel Category=Traditional recommendation models2026.05 | 0.0398 | — | 0.0221 | — | |
| LightGCNModel Category=Traditional recommendation models2026.05 | 0.034 | — | 0.0226 | — | |
| MF-BPRModel Category=Traditional recommendation models2026.05 | 0.0187 | — | 0.0279 | — |