# Cross-modal Retrieval on MS-COCO 1K image folds (test) Source: [Cross-modal Retrieval on MS-COCO 1K image folds (test)]() Collection index: [llms.txt]() Data updated: 2026-03-06T08:12:00.467Z Evaluation of Cross-modal Retrieval performance on the specific 1K image folds test subset of the MS-COCO dataset, measured using RSum@1. 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) | MS-COCO 1K image folds (test) | | Metric | RSum@1 | | 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 - [RSum@1](): Higher is better; unit: PERCENT. ## Recorded results | Method | RSum@1 | Result date | Report paper | | --- | --- | --- | --- | | FedAFD | 59.8 | Not recorded | 69aa5f6e2d603e6de3e417d6 | | CreamFL | 59.06 | Not recorded | 69aa5f6e2d603e6de3e417d6 | | FedMKD | 59.05 | Not recorded | 69aa5f6e2d603e6de3e417d6 | | FedDFA | 58.84 | Not recorded | 69aa5f6e2d603e6de3e417d6 | | FedET | 58.8 | Not recorded | 69aa5f6e2d603e6de3e417d6 | | FedGEMS | 58.68 | Not recorded | 69aa5f6e2d603e6de3e417d6 | | FedMD | 58.26 | Not recorded | 69aa5f6e2d603e6de3e417d6 | | LOCAL | 57.63 | Not recorded | 69aa5f6e2d603e6de3e417d6 | ### FedAFD RSum@1: 59.8. Result ID: 69aa8c4d6dbb7075b954321d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Setting":"IID","Evaluation Location":"Server","#rounds":"21"}. This record does not assert independent reproduction. ### CreamFL RSum@1: 59.06. Result ID: 69aa8c4d6dbb7075b954321a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Setting":"IID","Evaluation Location":"Server","#rounds":"22"}. This record does not assert independent reproduction. ### FedMKD RSum@1: 59.05. Result ID: 69aa8c4d6dbb7075b954321b. [Reporting paper]() Recorded evaluation configuration: {"Data Setting":"IID","Evaluation Location":"Server","#rounds":"22"}. This record does not assert independent reproduction. ### FedDFA RSum@1: 58.84. Result ID: 69aa8c4d6dbb7075b954321c. [Reporting paper]() Recorded evaluation configuration: {"Data Setting":"IID","Evaluation Location":"Server","#rounds":"25"}. This record does not assert independent reproduction. ### FedET RSum@1: 58.8. Result ID: 69aa8c4d6dbb7075b9543219. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Setting":"IID","Evaluation Location":"Server","#rounds":"23"}. This record does not assert independent reproduction. ### FedGEMS RSum@1: 58.68. Result ID: 69aa8c4d6dbb7075b9543218. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Setting":"IID","Evaluation Location":"Server","#rounds":"26"}. This record does not assert independent reproduction. ### FedMD RSum@1: 58.26. Result ID: 69aa8c4d6dbb7075b9543217. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Setting":"IID","Evaluation Location":"Server","#rounds":"25"}. This record does not assert independent reproduction. ### LOCAL RSum@1: 57.63. Result ID: 69aa8c4d6dbb7075b9543216. [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.