# Cross-modal Retrieval on MIR Flickr (Unseen) Source: [Cross-modal Retrieval on MIR Flickr (Unseen)]() Collection index: [llms.txt]() Data updated: 2026-07-02T08:21:48.709Z Evaluation of cross-modal retrieval performance on the 'Unseen' subset of the MIR Flickr dataset, typically 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) | MIR Flickr (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 | 73 | Not recorded | 6a45f085dc71372d7795a231 | | CAGAN | 72.1 | Not recorded | 6a45f085dc71372d7795a231 | | CIRH | 72.1 | Not recorded | 6a45f085dc71372d7795a231 | | DUHEG | 72 | Not recorded | 6a45f085dc71372d7795a231 | | APKH | 71.9 | Not recorded | 6a45f085dc71372d7795a231 | | APKH | 71.9 | Not recorded | 6a45f085dc71372d7795a231 | | CIRH | 71.7 | Not recorded | 6a45f085dc71372d7795a231 | | DUHEG | 71.7 | Not recorded | 6a45f085dc71372d7795a231 | | CIRH | 71.7 | Not recorded | 6a45f085dc71372d7795a231 | | CDTH | 71.7 | Not recorded | 6a45f085dc71372d7795a231 | | GNAH | 71.6 | Not recorded | 6a45f085dc71372d7795a231 | | CAGAN | 71.5 | Not recorded | 6a45f085dc71372d7795a231 | | UCCH | 71.4 | Not recorded | 6a45f085dc71372d7795a231 | | GNAH | 71.4 | Not recorded | 6a45f085dc71372d7795a231 | | APKH | 71.2 | Not recorded | 6a45f085dc71372d7795a231 | | UCCH | 71.2 | Not recorded | 6a45f085dc71372d7795a231 | | GNAH | 71.2 | Not recorded | 6a45f085dc71372d7795a231 | | CAGAN | 71.1 | Not recorded | 6a45f085dc71372d7795a231 | | PIC-CMH | 71.1 | Not recorded | 6a45f085dc71372d7795a231 | | UCCH | 70.9 | Not recorded | 6a45f085dc71372d7795a231 | | CIRH | 70.9 | Not recorded | 6a45f085dc71372d7795a231 | | DUHEG | 70.9 | Not recorded | 6a45f085dc71372d7795a231 | | CDTH | 70.8 | Not recorded | 6a45f085dc71372d7795a231 | | GNAH | 70.8 | Not recorded | 6a45f085dc71372d7795a231 | | PIC-CMH | 70.8 | Not recorded | 6a45f085dc71372d7795a231 | | PIC-CMH | 70.8 | Not recorded | 6a45f085dc71372d7795a231 | | CDTH | 70.6 | Not recorded | 6a45f085dc71372d7795a231 | | PIC-CMH | 70.5 | Not recorded | 6a45f085dc71372d7795a231 | | CDTH | 70.5 | Not recorded | 6a45f085dc71372d7795a231 | | UCCH | 70.4 | Not recorded | 6a45f085dc71372d7795a231 | | CAGAN | 70.3 | Not recorded | 6a45f085dc71372d7795a231 | | DUHEG | 70.2 | Not recorded | 6a45f085dc71372d7795a231 | ### APKH mAP: 73. Result ID: 6a461f9b60b88bb33984e9d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit":"128","Training pairs":"40"}. This record does not assert independent reproduction. ### CAGAN mAP: 72.1. Result ID: 6a461f9b60b88bb33984e9c1. [Reporting paper]() Recorded evaluation configuration: {"Bit":"32","Training pairs":"40"}. This record does not assert independent reproduction. ### CIRH mAP: 72.1. Result ID: 6a461f9b60b88bb33984e9d0. [Reporting paper]() Recorded evaluation configuration: {"Bit":"128","Training pairs":"40"}. This record does not assert independent reproduction. ### DUHEG mAP: 72. Result ID: 6a461f9b60b88bb33984e9d4. [Reporting paper]() Recorded evaluation configuration: {"Bit":"128","Training pairs":"40"}. This record does not assert independent reproduction. ### APKH mAP: 71.9. Result ID: 6a461f9b60b88bb33984e9c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit":"32","Training pairs":"40"}. This record does not assert independent reproduction. ### APKH mAP: 71.9. Result ID: 6a461f9b60b88bb33984e9cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit":"64","Training pairs":"40"}. This record does not assert independent reproduction. ### CIRH mAP: 71.7. Result ID: 6a461f9b60b88bb33984e9b8. [Reporting paper]() Recorded evaluation configuration: {"Bit":"16","Training pairs":"40"}. This record does not assert independent reproduction. ### DUHEG mAP: 71.7. Result ID: 6a461f9b60b88bb33984e9bc. [Reporting paper]() Recorded evaluation configuration: {"Bit":"16","Training pairs":"40"}. This record does not assert independent reproduction. ### CIRH mAP: 71.7. Result ID: 6a461f9b60b88bb33984e9c0. [Reporting paper]() Recorded evaluation configuration: {"Bit":"32","Training pairs":"40"}. This record does not assert independent reproduction. ### CDTH mAP: 71.7. Result ID: 6a461f9b60b88bb33984e9cb. [Reporting paper]() Recorded evaluation configuration: {"Bit":"64","Training pairs":"40"}. This record does not assert independent reproduction. ### GNAH mAP: 71.6. Result ID: 6a461f9b60b88bb33984e9c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit":"32","Training pairs":"40"}. This record does not assert independent reproduction. ### CAGAN mAP: 71.5. Result ID: 6a461f9b60b88bb33984e9c9. [Reporting paper]() Recorded evaluation configuration: {"Bit":"64","Training pairs":"40"}. This record does not assert independent reproduction. ### UCCH mAP: 71.4. Result ID: 6a461f9b60b88bb33984e9ba. [Reporting paper]() Recorded evaluation configuration: {"Bit":"16","Training pairs":"40"}. This record does not assert independent reproduction. ### GNAH mAP: 71.4. Result ID: 6a461f9b60b88bb33984e9ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit":"64","Training pairs":"40"}. This record does not assert independent reproduction. ### APKH mAP: 71.2. Result ID: 6a461f9b60b88bb33984e9bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit":"16","Training pairs":"40"}. This record does not assert independent reproduction. ### UCCH mAP: 71.2. Result ID: 6a461f9b60b88bb33984e9d2. [Reporting paper]() Recorded evaluation configuration: {"Bit":"128","Training pairs":"40"}. This record does not assert independent reproduction. ### GNAH mAP: 71.2. Result ID: 6a461f9b60b88bb33984e9d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit":"128","Training pairs":"40"}. This record does not assert independent reproduction. ### CAGAN mAP: 71.1. Result ID: 6a461f9b60b88bb33984e9b9. [Reporting paper]() Recorded evaluation configuration: {"Bit":"16","Training pairs":"40"}. This record does not assert independent reproduction. ### PIC-CMH mAP: 71.1. Result ID: 6a461f9b60b88bb33984e9d5. [Reporting paper]() Recorded evaluation configuration: {"Bit":"128","Training pairs":"40"}. This record does not assert independent reproduction. ### UCCH mAP: 70.9. Result ID: 6a461f9b60b88bb33984e9c2. [Reporting paper]() Recorded evaluation configuration: {"Bit":"32","Training pairs":"40"}. This record does not assert independent reproduction. ### CIRH mAP: 70.9. Result ID: 6a461f9b60b88bb33984e9c8. [Reporting paper]() Recorded evaluation configuration: {"Bit":"64","Training pairs":"40"}. This record does not assert independent reproduction. ### DUHEG mAP: 70.9. Result ID: 6a461f9b60b88bb33984e9cc. [Reporting paper]() Recorded evaluation configuration: {"Bit":"64","Training pairs":"40"}. This record does not assert independent reproduction. ### CDTH mAP: 70.8. Result ID: 6a461f9b60b88bb33984e9bb. [Reporting paper]() Recorded evaluation configuration: {"Bit":"16","Training pairs":"40"}. This record does not assert independent reproduction. ### GNAH mAP: 70.8. Result ID: 6a461f9b60b88bb33984e9be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit":"16","Training pairs":"40"}. This record does not assert independent reproduction. ### PIC-CMH mAP: 70.8. Result ID: 6a461f9b60b88bb33984e9c5. [Reporting paper]() Recorded evaluation configuration: {"Bit":"32","Training pairs":"40"}. This record does not assert independent reproduction. ### PIC-CMH mAP: 70.8. Result ID: 6a461f9b60b88bb33984e9cd. [Reporting paper]() Recorded evaluation configuration: {"Bit":"64","Training pairs":"40"}. This record does not assert independent reproduction. ### CDTH mAP: 70.6. Result ID: 6a461f9b60b88bb33984e9c3. [Reporting paper]() Recorded evaluation configuration: {"Bit":"32","Training pairs":"40"}. This record does not assert independent reproduction. ### PIC-CMH mAP: 70.5. Result ID: 6a461f9b60b88bb33984e9bd. [Reporting paper]() Recorded evaluation configuration: {"Bit":"16","Training pairs":"40"}. This record does not assert independent reproduction. ### CDTH mAP: 70.5. Result ID: 6a461f9b60b88bb33984e9d3. [Reporting paper]() Recorded evaluation configuration: {"Bit":"128","Training pairs":"40"}. This record does not assert independent reproduction. ### UCCH mAP: 70.4. Result ID: 6a461f9b60b88bb33984e9ca. [Reporting paper]() Recorded evaluation configuration: {"Bit":"64","Training pairs":"40"}. This record does not assert independent reproduction. ### CAGAN mAP: 70.3. Result ID: 6a461f9b60b88bb33984e9d1. [Reporting paper]() Recorded evaluation configuration: {"Bit":"128","Training pairs":"40"}. This record does not assert independent reproduction. ### DUHEG mAP: 70.2. Result ID: 6a461f9b60b88bb33984e9c4. [Reporting paper]() Recorded evaluation configuration: {"Bit":"32","Training pairs":"40"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.