# Image-to-Text Retrieval on MIRFlickr-25K (test) Source: [Image-to-Text Retrieval on MIRFlickr-25K (test)]() Collection index: [llms.txt]() Data updated: 2026-05-18T07:17:47.567Z Evaluation of Image-to-Text Retrieval performance on the test split of the MIRFlickr-25K dataset, measured using mAP metrics. 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 | Image-to-Text Retrieval | | Dataset (including any stated split) | MIRFlickr-25K (test) | | Metric | mAP@50 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 37 of 37 | | 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@50](): Higher is better; unit: PERCENT. - [Average mAP](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP@50 | Result date | Report paper | | --- | --- | --- | --- | | JDSH | 80.4 | Not recorded | 6a0a9d15dbc836b87d82b40e | | JDSH | 79.8 | Not recorded | 6a0a9d15dbc836b87d82b40e | | DJSRH | 79.1 | Not recorded | 6a0a9d15dbc836b87d82b40e | | DJSRH | 78.5 | Not recorded | 6a0a9d15dbc836b87d82b40e | | JDSH | 78.5 | Not recorded | 6a0a9d15dbc836b87d82b40e | | DJSRH | 77.2 | Not recorded | 6a0a9d15dbc836b87d82b40e | | DJSRH | 77.2 | Not recorded | 6a0a9d15dbc836b87d82b40e | | PRDH | 75.8 | Not recorded | 6a0a9d15dbc836b87d82b40e | | PRDH | 75.3 | Not recorded | 6a0a9d15dbc836b87d82b40e | | DCMH | 75.1 | Not recorded | 6a0a9d15dbc836b87d82b40e | | DMP-MH | 74.8 | Not recorded | 6a0a9d15dbc836b87d82b40e | | DCMH | 74.5 | Not recorded | 6a0a9d15dbc836b87d82b40e | | PRDH | 74.1 | Not recorded | 6a0a9d15dbc836b87d82b40e | | DMP-MH | 73.9 | Not recorded | 6a0a9d15dbc836b87d82b40e | | DCMH | 73.2 | Not recorded | 6a0a9d15dbc836b87d82b40e | | DMP-MH | 72.5 | Not recorded | 6a0a9d15dbc836b87d82b40e | | PPPL | 70.5 | Not recorded | 6a0a9d15dbc836b87d82b40e | | PPPL | 69.8 | Not recorded | 6a0a9d15dbc836b87d82b40e | | PPPL | 68.5 | Not recorded | 6a0a9d15dbc836b87d82b40e | | DP-SGD | 64.8 | Not recorded | 6a0a9d15dbc836b87d82b40e | | DP-SGD | 63.5 | Not recorded | 6a0a9d15dbc836b87d82b40e | | SH | 62.8 | Not recorded | 6a0a9d15dbc836b87d82b40e | | DP-SGD | 62.1 | Not recorded | 6a0a9d15dbc836b87d82b40e | | SH | 62 | Not recorded | 6a0a9d15dbc836b87d82b40e | | SH | 61.2 | Not recorded | 6a0a9d15dbc836b87d82b40e | | LSH | 58.1 | Not recorded | 6a0a9d15dbc836b87d82b40e | | LSH | 57.2 | Not recorded | 6a0a9d15dbc836b87d82b40e | | LSH | 56.3 | Not recorded | 6a0a9d15dbc836b87d82b40e | ### JDSH mAP@50: 80.4. Result ID: 6a0abbfc47f34ce924f067d0. [Reporting paper]() Recorded evaluation configuration: {"Type":"Deep","Bits":"64 bits"}. This record does not assert independent reproduction. ### JDSH mAP@50: 79.8. Result ID: 6a0abbfc47f34ce924f067cf. [Reporting paper]() Recorded evaluation configuration: {"Type":"Deep","Bits":"32 bits"}. This record does not assert independent reproduction. ### DJSRH mAP@50: 79.1. Result ID: 6a0abbfc47f34ce924f067cc. [Reporting paper]() Recorded evaluation configuration: {"Type":"Deep","Bits":"64 bits"}. This record does not assert independent reproduction. ### DJSRH mAP@50: 78.5. Result ID: 6a0abbfc47f34ce924f067cb. [Reporting paper]() Recorded evaluation configuration: {"Type":"Deep","Bits":"32 bits"}. This record does not assert independent reproduction. ### JDSH mAP@50: 78.5. Result ID: 6a0abbfc47f34ce924f067ce. [Reporting paper]() Recorded evaluation configuration: {"Type":"Deep","Bits":"16 bits"}. This record does not assert independent reproduction. ### DJSRH mAP@50: 77.2. Result ID: 6a0abbfc47f34ce924f067c9. [Reporting paper]() Recorded evaluation configuration: {"Type":"Deep","Bits":"16 bits"}. This record does not assert independent reproduction. ### DJSRH mAP@50: 77.2. Result ID: 6a0abbfc47f34ce924f067ca. [Reporting paper]() Recorded evaluation configuration: {"Type":"Deep","Bits":"32 bits"}. This record does not assert independent reproduction. ### PRDH mAP@50: 75.8. Result ID: 6a0abbfc47f34ce924f067d4. [Reporting paper]() Recorded evaluation configuration: {"Type":"Deep","Bits":"64 bits"}. This record does not assert independent reproduction. ### PRDH mAP@50: 75.3. Result ID: 6a0abbfc47f34ce924f067d3. [Reporting paper]() Recorded evaluation configuration: {"Type":"Deep","Bits":"32 bits"}. This record does not assert independent reproduction. ### DCMH mAP@50: 75.1. Result ID: 6a0abbfc47f34ce924f067c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Deep","Bits":"64 bits"}. This record does not assert independent reproduction. ### DMP-MH mAP@50: 74.8. Result ID: 6a0abbfc47f34ce924f067e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Private","Bits":"64 bits"}. This record does not assert independent reproduction. ### DCMH mAP@50: 74.5. Result ID: 6a0abbfc47f34ce924f067c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Deep","Bits":"32 bits"}. This record does not assert independent reproduction. ### PRDH mAP@50: 74.1. Result ID: 6a0abbfc47f34ce924f067d2. [Reporting paper]() Recorded evaluation configuration: {"Type":"Deep","Bits":"16 bits"}. This record does not assert independent reproduction. ### DMP-MH mAP@50: 73.9. Result ID: 6a0abbfc47f34ce924f067df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Private","Bits":"32 bits"}. This record does not assert independent reproduction. ### DCMH mAP@50: 73.2. Result ID: 6a0abbfc47f34ce924f067c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Deep","Bits":"16 bits"}. This record does not assert independent reproduction. ### DMP-MH mAP@50: 72.5. Result ID: 6a0abbfc47f34ce924f067de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Private","Bits":"16 bits"}. This record does not assert independent reproduction. ### PPPL mAP@50: 70.5. Result ID: 6a0abbfc47f34ce924f067dc. [Reporting paper]() Recorded evaluation configuration: {"Type":"Private","Bits":"64 bits"}. This record does not assert independent reproduction. ### PPPL mAP@50: 69.8. Result ID: 6a0abbfc47f34ce924f067db. [Reporting paper]() Recorded evaluation configuration: {"Type":"Private","Bits":"32 bits"}. This record does not assert independent reproduction. ### PPPL mAP@50: 68.5. Result ID: 6a0abbfc47f34ce924f067da. [Reporting paper]() Recorded evaluation configuration: {"Type":"Private","Bits":"16 bits"}. This record does not assert independent reproduction. ### DP-SGD mAP@50: 64.8. Result ID: 6a0abbfc47f34ce924f067d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Private","Bits":"64 bits"}. This record does not assert independent reproduction. ### DP-SGD mAP@50: 63.5. Result ID: 6a0abbfc47f34ce924f067d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Private","Bits":"32 bits"}. This record does not assert independent reproduction. ### SH mAP@50: 62.8. Result ID: 6a0abbfc47f34ce924f067c3. [Reporting paper]() Recorded evaluation configuration: {"Type":"Classic","Bits":"64 bits"}. This record does not assert independent reproduction. ### DP-SGD mAP@50: 62.1. Result ID: 6a0abbfc47f34ce924f067d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Private","Bits":"16 bits"}. This record does not assert independent reproduction. ### SH mAP@50: 62. Result ID: 6a0abbfc47f34ce924f067c2. [Reporting paper]() Recorded evaluation configuration: {"Type":"Classic","Bits":"32 bits"}. This record does not assert independent reproduction. ### SH mAP@50: 61.2. Result ID: 6a0abbfc47f34ce924f067c1. [Reporting paper]() Recorded evaluation configuration: {"Type":"Classic","Bits":"16 bits"}. This record does not assert independent reproduction. ### LSH mAP@50: 58.1. Result ID: 6a0abbfc47f34ce924f067bf. [Reporting paper]() Recorded evaluation configuration: {"Type":"Classic","Bits":"64 bits"}. This record does not assert independent reproduction. ### LSH mAP@50: 57.2. Result ID: 6a0abbfc47f34ce924f067be. [Reporting paper]() Recorded evaluation configuration: {"Type":"Classic","Bits":"32 bits"}. This record does not assert independent reproduction. ### LSH mAP@50: 56.3. Result ID: 6a0abbfc47f34ce924f067bd. [Reporting paper]() Recorded evaluation configuration: {"Type":"Classic","Bits":"16 bits"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.