# Cross-modal Retrieval on Wikipedia (Unseen) Source: [Cross-modal Retrieval on Wikipedia (Unseen)]() Collection index: [llms.txt]() Data updated: 2026-07-02T08:21:48.806Z Evaluation of Cross-modal Retrieval performance on the 'Unseen' subset or split of the Wikipedia dataset, measured using Mean Average Precision (mAP). A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Cross-modal Retrieval | | Dataset (including any stated split) | Wikipedia (Unseen) | | Metric | mAP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [mAP](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP | Result date | Report paper | | --- | --- | --- | --- | | APKH | 35.9 | Not recorded | 6a45f085dc71372d7795a231 | | APKH | 35.1 | Not recorded | 6a45f085dc71372d7795a231 | | APKH | 34.6 | Not recorded | 6a45f085dc71372d7795a231 | | APKH | 31.1 | Not recorded | 6a45f085dc71372d7795a231 | | UCCH | 30.5 | Not recorded | 6a45f085dc71372d7795a231 | | UCCH | 30.2 | Not recorded | 6a45f085dc71372d7795a231 | | UCCH | 29.7 | Not recorded | 6a45f085dc71372d7795a231 | | GNAH | 29.1 | Not recorded | 6a45f085dc71372d7795a231 | | UCCH | 28.6 | Not recorded | 6a45f085dc71372d7795a231 | | CIRH | 28.5 | Not recorded | 6a45f085dc71372d7795a231 | | CAGAN | 28.3 | Not recorded | 6a45f085dc71372d7795a231 | | GNAH | 28 | Not recorded | 6a45f085dc71372d7795a231 | | GNAH | 27.9 | Not recorded | 6a45f085dc71372d7795a231 | | CIRH | 27.8 | Not recorded | 6a45f085dc71372d7795a231 | | CIRH | 27.5 | Not recorded | 6a45f085dc71372d7795a231 | | CIRH | 27.5 | Not recorded | 6a45f085dc71372d7795a231 | | DUHEG | 27.4 | Not recorded | 6a45f085dc71372d7795a231 | | CAGAN | 27.3 | Not recorded | 6a45f085dc71372d7795a231 | | PIC-CMH | 27.3 | Not recorded | 6a45f085dc71372d7795a231 | | GNAH | 27.2 | Not recorded | 6a45f085dc71372d7795a231 | | CAGAN | 27 | Not recorded | 6a45f085dc71372d7795a231 | | DUHEG | 25.7 | Not recorded | 6a45f085dc71372d7795a231 | | DUHEG | 25.7 | Not recorded | 6a45f085dc71372d7795a231 | | DUHEG | 25 | Not recorded | 6a45f085dc71372d7795a231 | | CDTH | 24.9 | Not recorded | 6a45f085dc71372d7795a231 | | PIC-CMH | 24.5 | Not recorded | 6a45f085dc71372d7795a231 | | PIC-CMH | 24.3 | Not recorded | 6a45f085dc71372d7795a231 | | PIC-CMH | 24 | Not recorded | 6a45f085dc71372d7795a231 | | CDTH | 23.7 | Not recorded | 6a45f085dc71372d7795a231 | | CDTH | 23.5 | Not recorded | 6a45f085dc71372d7795a231 | | CDTH | 23.5 | Not recorded | 6a45f085dc71372d7795a231 | | CAGAN | 23.4 | Not recorded | 6a45f085dc71372d7795a231 | ### APKH mAP: 35.9. Result ID: 6a461f9b60b88bb33984ea37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit":"128","Training pairs":"40"}. This record does not assert independent reproduction. ### APKH mAP: 35.1. Result ID: 6a461f9b60b88bb33984ea27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit":"32","Training pairs":"40"}. This record does not assert independent reproduction. ### APKH mAP: 34.6. Result ID: 6a461f9b60b88bb33984ea2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit":"64","Training pairs":"40"}. This record does not assert independent reproduction. ### APKH mAP: 31.1. Result ID: 6a461f9b60b88bb33984ea1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit":"16","Training pairs":"40"}. This record does not assert independent reproduction. ### UCCH mAP: 30.5. Result ID: 6a461f9b60b88bb33984ea32. [Reporting paper]() Recorded evaluation configuration: {"Bit":"128","Training pairs":"40"}. This record does not assert independent reproduction. ### UCCH mAP: 30.2. Result ID: 6a461f9b60b88bb33984ea1a. [Reporting paper]() Recorded evaluation configuration: {"Bit":"16","Training pairs":"40"}. This record does not assert independent reproduction. ### UCCH mAP: 29.7. Result ID: 6a461f9b60b88bb33984ea22. [Reporting paper]() Recorded evaluation configuration: {"Bit":"32","Training pairs":"40"}. This record does not assert independent reproduction. ### GNAH mAP: 29.1. Result ID: 6a461f9b60b88bb33984ea36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit":"128","Training pairs":"40"}. This record does not assert independent reproduction. ### UCCH mAP: 28.6. Result ID: 6a461f9b60b88bb33984ea2a. [Reporting paper]() Recorded evaluation configuration: {"Bit":"64","Training pairs":"40"}. This record does not assert independent reproduction. ### CIRH mAP: 28.5. Result ID: 6a461f9b60b88bb33984ea28. [Reporting paper]() Recorded evaluation configuration: {"Bit":"64","Training pairs":"40"}. This record does not assert independent reproduction. ### CAGAN mAP: 28.3. Result ID: 6a461f9b60b88bb33984ea31. [Reporting paper]() Recorded evaluation configuration: {"Bit":"128","Training pairs":"40"}. This record does not assert independent reproduction. ### GNAH mAP: 28. Result ID: 6a461f9b60b88bb33984ea2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit":"64","Training pairs":"40"}. This record does not assert independent reproduction. ### GNAH mAP: 27.9. Result ID: 6a461f9b60b88bb33984ea26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit":"32","Training pairs":"40"}. This record does not assert independent reproduction. ### CIRH mAP: 27.8. Result ID: 6a461f9b60b88bb33984ea30. [Reporting paper]() Recorded evaluation configuration: {"Bit":"128","Training pairs":"40"}. This record does not assert independent reproduction. ### CIRH mAP: 27.5. Result ID: 6a461f9b60b88bb33984ea18. [Reporting paper]() Recorded evaluation configuration: {"Bit":"16","Training pairs":"40"}. This record does not assert independent reproduction. ### CIRH mAP: 27.5. Result ID: 6a461f9b60b88bb33984ea20. [Reporting paper]() Recorded evaluation configuration: {"Bit":"32","Training pairs":"40"}. This record does not assert independent reproduction. ### DUHEG mAP: 27.4. Result ID: 6a461f9b60b88bb33984ea34. [Reporting paper]() Recorded evaluation configuration: {"Bit":"128","Training pairs":"40"}. This record does not assert independent reproduction. ### CAGAN mAP: 27.3. Result ID: 6a461f9b60b88bb33984ea21. [Reporting paper]() Recorded evaluation configuration: {"Bit":"32","Training pairs":"40"}. This record does not assert independent reproduction. ### PIC-CMH mAP: 27.3. Result ID: 6a461f9b60b88bb33984ea35. [Reporting paper]() Recorded evaluation configuration: {"Bit":"128","Training pairs":"40"}. This record does not assert independent reproduction. ### GNAH mAP: 27.2. Result ID: 6a461f9b60b88bb33984ea1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit":"16","Training pairs":"40"}. This record does not assert independent reproduction. ### CAGAN mAP: 27. Result ID: 6a461f9b60b88bb33984ea29. [Reporting paper]() Recorded evaluation configuration: {"Bit":"64","Training pairs":"40"}. This record does not assert independent reproduction. ### DUHEG mAP: 25.7. Result ID: 6a461f9b60b88bb33984ea1c. [Reporting paper]() Recorded evaluation configuration: {"Bit":"16","Training pairs":"40"}. This record does not assert independent reproduction. ### DUHEG mAP: 25.7. Result ID: 6a461f9b60b88bb33984ea24. [Reporting paper]() Recorded evaluation configuration: {"Bit":"32","Training pairs":"40"}. This record does not assert independent reproduction. ### DUHEG mAP: 25. Result ID: 6a461f9b60b88bb33984ea2c. [Reporting paper]() Recorded evaluation configuration: {"Bit":"64","Training pairs":"40"}. This record does not assert independent reproduction. ### CDTH mAP: 24.9. Result ID: 6a461f9b60b88bb33984ea33. [Reporting paper]() Recorded evaluation configuration: {"Bit":"128","Training pairs":"40"}. This record does not assert independent reproduction. ### PIC-CMH mAP: 24.5. Result ID: 6a461f9b60b88bb33984ea2d. [Reporting paper]() Recorded evaluation configuration: {"Bit":"64","Training pairs":"40"}. This record does not assert independent reproduction. ### PIC-CMH mAP: 24.3. Result ID: 6a461f9b60b88bb33984ea1d. [Reporting paper]() Recorded evaluation configuration: {"Bit":"16","Training pairs":"40"}. This record does not assert independent reproduction. ### PIC-CMH mAP: 24. Result ID: 6a461f9b60b88bb33984ea25. [Reporting paper]() Recorded evaluation configuration: {"Bit":"32","Training pairs":"40"}. This record does not assert independent reproduction. ### CDTH mAP: 23.7. Result ID: 6a461f9b60b88bb33984ea2b. [Reporting paper]() Recorded evaluation configuration: {"Bit":"64","Training pairs":"40"}. This record does not assert independent reproduction. ### CDTH mAP: 23.5. Result ID: 6a461f9b60b88bb33984ea1b. [Reporting paper]() Recorded evaluation configuration: {"Bit":"16","Training pairs":"40"}. This record does not assert independent reproduction. ### CDTH mAP: 23.5. Result ID: 6a461f9b60b88bb33984ea23. [Reporting paper]() Recorded evaluation configuration: {"Bit":"32","Training pairs":"40"}. This record does not assert independent reproduction. ### CAGAN mAP: 23.4. Result ID: 6a461f9b60b88bb33984ea19. [Reporting paper]() Recorded evaluation configuration: {"Bit":"16","Training pairs":"40"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.