# Image-to-Text Retrieval on MS-COCO 1K image folds (test) Source: [Image-to-Text Retrieval on MS-COCO 1K image folds (test)]() Collection index: [llms.txt]() Data updated: 2026-03-06T08:12:00.447Z Evaluation of Image-to-Text Retrieval performance using the specific 1K image folds test subset of the MS-COCO dataset, measured using R@K 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) | MS-COCO 1K image folds (test) | | Metric | R@1 (i2t) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [R@1 (i2t)](): Higher is better; unit: PERCENT. ## Recorded results | Method | R@1 (i2t) | Result date | Report paper | | --- | --- | --- | --- | | FedAFD | 33.78 | Not recorded | 69aa5f6e2d603e6de3e417d6 | | FedDFA | 33.36 | Not recorded | 69aa5f6e2d603e6de3e417d6 | | FedMKD | 33.34 | Not recorded | 69aa5f6e2d603e6de3e417d6 | | CreamFL | 33.08 | Not recorded | 69aa5f6e2d603e6de3e417d6 | | FedGEMS | 33.04 | Not recorded | 69aa5f6e2d603e6de3e417d6 | | FedET | 32.92 | Not recorded | 69aa5f6e2d603e6de3e417d6 | | FedMD | 32.74 | Not recorded | 69aa5f6e2d603e6de3e417d6 | | LOCAL | 32.62 | Not recorded | 69aa5f6e2d603e6de3e417d6 | ### FedAFD R@1 (i2t): 33.78. Result ID: 69aa8c4d6dbb7075b954320d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Setting":"IID","Evaluation Location":"Server","#rounds":"21"}. This record does not assert independent reproduction. ### FedDFA R@1 (i2t): 33.36. Result ID: 69aa8c4d6dbb7075b954320c. [Reporting paper]() Recorded evaluation configuration: {"Data Setting":"IID","Evaluation Location":"Server","#rounds":"25"}. This record does not assert independent reproduction. ### FedMKD R@1 (i2t): 33.34. Result ID: 69aa8c4d6dbb7075b954320b. [Reporting paper]() Recorded evaluation configuration: {"Data Setting":"IID","Evaluation Location":"Server","#rounds":"22"}. This record does not assert independent reproduction. ### CreamFL R@1 (i2t): 33.08. Result ID: 69aa8c4d6dbb7075b954320a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Setting":"IID","Evaluation Location":"Server","#rounds":"22"}. This record does not assert independent reproduction. ### FedGEMS R@1 (i2t): 33.04. Result ID: 69aa8c4d6dbb7075b9543208. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Setting":"IID","Evaluation Location":"Server","#rounds":"26"}. This record does not assert independent reproduction. ### FedET R@1 (i2t): 32.92. Result ID: 69aa8c4d6dbb7075b9543209. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Setting":"IID","Evaluation Location":"Server","#rounds":"23"}. This record does not assert independent reproduction. ### FedMD R@1 (i2t): 32.74. Result ID: 69aa8c4d6dbb7075b9543207. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Setting":"IID","Evaluation Location":"Server","#rounds":"25"}. This record does not assert independent reproduction. ### LOCAL R@1 (i2t): 32.62. Result ID: 69aa8c4d6dbb7075b9543206. [Reporting paper]() Recorded evaluation configuration: {"Data Setting":"IID","Evaluation Location":"Server","#rounds":"29"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.