# Image-to-Text Retrieval on IAPR TC-12 (test) Source: [Image-to-Text Retrieval on IAPR TC-12 (test)]() Collection index: [llms.txt]() Data updated: 2026-04-28T07:10:13.710Z Evaluation of Image-to-Text Retrieval performance on the test split of the IAPR TC-12 dataset, measured using R@1 and R@5. 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) | IAPR TC-12 (test) | | Metric | R@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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](): Higher is better; unit: PERCENT. - [R@5](): Higher is better; unit: PERCENT. ## Recorded results | Method | R@1 | Result date | Report paper | | --- | --- | --- | --- | | RCSR-p | 35.06 | Not recorded | 69f03f0e55a3c32af89f9fff | | RCSR | 33.74 | Not recorded | 69f03f0e55a3c32af89f9fff | | CreamFL | 30.48 | Not recorded | 69f03f0e55a3c32af89f9fff | | pFedMMA | 30.12 | Not recorded | 69f03f0e55a3c32af89f9fff | | FedProx | 29.26 | Not recorded | 69f03f0e55a3c32af89f9fff | | MFCPL | 28.92 | Not recorded | 69f03f0e55a3c32af89f9fff | | FedAvg | 28.43 | Not recorded | 69f03f0e55a3c32af89f9fff | | FedMEKT | 28.18 | Not recorded | 69f03f0e55a3c32af89f9fff | | MOON | 27.64 | Not recorded | 69f03f0e55a3c32af89f9fff | | FedPer | 26.48 | Not recorded | 69f03f0e55a3c32af89f9fff | ### RCSR-p R@1: 35.06. Result ID: 69f05d4b47f34ce924d5be85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Modality Rate":"50%","Client Participation Rate":"50%","Number of Clients":"30","Communication Rounds":"200","alpha (Dirichlet coefficient)":"0.1","Personalization":"true"}. This record does not assert independent reproduction. ### RCSR R@1: 33.74. Result ID: 69f05d4b47f34ce924d5be80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Modality Rate":"50%","Client Participation Rate":"50%","Number of Clients":"30","Communication Rounds":"200","alpha (Dirichlet coefficient)":"0.1","Personalization":"false"}. This record does not assert independent reproduction. ### CreamFL R@1: 30.48. Result ID: 69f05d4b47f34ce924d5be7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Modality Rate":"50%","Client Participation Rate":"50%","Number of Clients":"30","Communication Rounds":"200","alpha (Dirichlet coefficient)":"0.1","Personalization":"false"}. This record does not assert independent reproduction. ### pFedMMA R@1: 30.12. Result ID: 69f05d4b47f34ce924d5be84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Modality Rate":"50%","Client Participation Rate":"50%","Number of Clients":"30","Communication Rounds":"200","alpha (Dirichlet coefficient)":"0.1","Personalization":"true"}. This record does not assert independent reproduction. ### FedProx R@1: 29.26. Result ID: 69f05d4b47f34ce924d5be7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Modality Rate":"50%","Client Participation Rate":"50%","Number of Clients":"30","Communication Rounds":"200","alpha (Dirichlet coefficient)":"0.1","Personalization":"false"}. This record does not assert independent reproduction. ### MFCPL R@1: 28.92. Result ID: 69f05d4b47f34ce924d5be7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Modality Rate":"50%","Client Participation Rate":"50%","Number of Clients":"30","Communication Rounds":"200","alpha (Dirichlet coefficient)":"0.1","Personalization":"false"}. This record does not assert independent reproduction. ### FedAvg R@1: 28.43. Result ID: 69f05d4b47f34ce924d5be7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Modality Rate":"50%","Client Participation Rate":"50%","Number of Clients":"30","Communication Rounds":"200","alpha (Dirichlet coefficient)":"0.1","Personalization":"false"}. This record does not assert independent reproduction. ### FedMEKT R@1: 28.18. Result ID: 69f05d4b47f34ce924d5be83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Modality Rate":"50%","Client Participation Rate":"50%","Number of Clients":"30","Communication Rounds":"200","alpha (Dirichlet coefficient)":"0.1","Personalization":"true"}. This record does not assert independent reproduction. ### MOON R@1: 27.64. Result ID: 69f05d4b47f34ce924d5be82. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Missing Modality Rate":"50%","Client Participation Rate":"50%","Number of Clients":"30","Communication Rounds":"200","alpha (Dirichlet coefficient)":"0.1","Personalization":"true"}. This record does not assert independent reproduction. ### FedPer R@1: 26.48. Result ID: 69f05d4b47f34ce924d5be81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Modality Rate":"50%","Client Participation Rate":"50%","Number of Clients":"30","Communication Rounds":"200","alpha (Dirichlet coefficient)":"0.1","Personalization":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.