# Text-to-Image Retrieval on MS-COCO 1K (5-folds) (test) Source: [Text-to-Image Retrieval on MS-COCO 1K (5-folds) (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:59:27.876Z Evaluation of Text-to-Image Retrieval performance using the 1K subset (5-fold evaluation) of the MS-COCO dataset, measured using R@K metrics (R@1, R@5, R@10) and rSum. 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 | Sentence-to-Image Retrieval | | Dataset (including any stated split) | MS-COCO 1K (5-folds) (test) | | Metric | R@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 29 of 29 | | 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. - [R@10](): Higher is better; unit: PERCENT. - [rSum](): Lower is better; unit: SCALAR. ## Recorded results | Method | R@1 | Result date | Report paper | | --- | --- | --- | --- | | 3SHNet | 71.8 | Not recorded | 68fa730e1e209131cea5a297 | | 3SHNet | 71.2 | Not recorded | 68fa730e1e209131cea5a297 | | 3SHNet | 70.6 | Not recorded | 68fa730e1e209131cea5a297 | | 3SHNet | 69.8 | Not recorded | 68fa730e1e209131cea5a297 | | 3SHNet | 69.7 | Not recorded | 68fa730e1e209131cea5a297 | | VSE∞ | 68.9 | Not recorded | 68fa730e1e209131cea5a297 | | 3SHNet | 68.7 | Not recorded | 68fa730e1e209131cea5a297 | | EKDM | 68.5 | Not recorded | 68fa730e1e209131cea5a297 | | Imp. | 68.4 | Not recorded | 68fa730e1e209131cea5a297 | | VSE∞ | 68.1 | Not recorded | 68fa730e1e209131cea5a297 | | HGAN | 67.4 | Not recorded | 68fa730e1e209131cea5a297 | | RCTRN | 66.9 | Not recorded | 68fa730e1e209131cea5a297 | | CHAN | 66.5 | Not recorded | 68fa730e1e209131cea5a297 | | VSE∞ | 66.4 | Not recorded | 68fa730e1e209131cea5a297 | | DCIN | 66.1 | Not recorded | 68fa730e1e209131cea5a297 | | MKTLON | 66.1 | Not recorded | 68fa730e1e209131cea5a297 | | CMSEI | 65.8 | Not recorded | 68fa730e1e209131cea5a297 | | AME | 65.4 | Not recorded | 68fa730e1e209131cea5a297 | | CMCAN | 65.4 | Not recorded | 68fa730e1e209131cea5a297 | | KIDRR | 65 | Not recorded | 68fa730e1e209131cea5a297 | | VSE∞ | 64.8 | Not recorded | 68fa730e1e209131cea5a297 | | DIME | 64.8 | Not recorded | 68fa730e1e209131cea5a297 | | VSRN++ | 64.1 | Not recorded | 68fa730e1e209131cea5a297 | | NAAF | 64.1 | Not recorded | 68fa730e1e209131cea5a297 | | MLSL | 63.8 | Not recorded | 68fa730e1e209131cea5a297 | | RAAN | 61.8 | Not recorded | 68fa730e1e209131cea5a297 | | IMRAM | 61.7 | Not recorded | 68fa730e1e209131cea5a297 | | CRGN | 60.1 | Not recorded | 68fa730e1e209131cea5a297 | | SCO | 56.7 | Not recorded | 68fa730e1e209131cea5a297 | ### 3SHNet R@1: 71.8. Result ID: 6992a8e03a6c314849107fc1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Region + Grid","Ensemble":true}. This record does not assert independent reproduction. ### 3SHNet R@1: 71.2. Result ID: 6992a8e03a6c314849107fc0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Region + Grid","Ensemble":false}. This record does not assert independent reproduction. ### 3SHNet R@1: 70.6. Result ID: 6992a8e03a6c314849107fb7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Grid","Ensemble":true}. This record does not assert independent reproduction. ### 3SHNet R@1: 69.8. Result ID: 6992a8e03a6c314849107fb6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Grid","Ensemble":false}. This record does not assert independent reproduction. ### 3SHNet R@1: 69.7. Result ID: 6992a8e03a6c314849107fb3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Region","Ensemble":true}. This record does not assert independent reproduction. ### VSE∞ R@1: 68.9. Result ID: 6992a8e03a6c314849107fbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Region + Grid","Ensemble":false,"Segmentation features":true}. This record does not assert independent reproduction. ### 3SHNet R@1: 68.7. Result ID: 6992a8e03a6c314849107fb2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Region","Ensemble":false}. This record does not assert independent reproduction. ### EKDM R@1: 68.5. Result ID: 6992a8e03a6c314849107fb0. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region","Ensemble":true}. This record does not assert independent reproduction. ### Imp. R@1: 68.4. Result ID: 6992a8e03a6c314849107fbc. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region + Grid","Ensemble":true}. This record does not assert independent reproduction. ### VSE∞ R@1: 68.1. Result ID: 6992a8e03a6c314849107fba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Region + Grid","Ensemble":false}. This record does not assert independent reproduction. ### HGAN R@1: 67.4. Result ID: 6992a8e03a6c314849107fbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Region + Grid","Ensemble":false}. This record does not assert independent reproduction. ### RCTRN R@1: 66.9. Result ID: 6992a8e03a6c314849107fad. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region","Ensemble":true}. This record does not assert independent reproduction. ### CHAN R@1: 66.5. Result ID: 6992a8e03a6c314849107fac. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region","Ensemble":false}. This record does not assert independent reproduction. ### VSE∞ R@1: 66.4. Result ID: 6992a8e03a6c314849107fb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Grid","Ensemble":false}. This record does not assert independent reproduction. ### DCIN R@1: 66.1. Result ID: 6992a8e03a6c314849107faf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Region","Ensemble":true}. This record does not assert independent reproduction. ### MKTLON R@1: 66.1. Result ID: 6992a8e03a6c314849107fb1. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region","Ensemble":true}. This record does not assert independent reproduction. ### CMSEI R@1: 65.8. Result ID: 6992a8e03a6c314849107fab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Region","Ensemble":true}. This record does not assert independent reproduction. ### AME R@1: 65.4. Result ID: 6992a8e03a6c314849107faa. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region","Ensemble":true}. This record does not assert independent reproduction. ### CMCAN R@1: 65.4. Result ID: 6992a8e03a6c314849107fbb. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region + Grid","Ensemble":false}. This record does not assert independent reproduction. ### KIDRR R@1: 65. Result ID: 6992a8e03a6c314849107fae. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region","Ensemble":true}. This record does not assert independent reproduction. ### VSE∞ R@1: 64.8. Result ID: 6992a8e03a6c314849107fa6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Region","Ensemble":false}. This record does not assert independent reproduction. ### DIME R@1: 64.8. Result ID: 6992a8e03a6c314849107fa7. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region","Ensemble":true}. This record does not assert independent reproduction. ### VSRN++ R@1: 64.1. Result ID: 6992a8e03a6c314849107fa8. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region","Ensemble":true}. This record does not assert independent reproduction. ### NAAF R@1: 64.1. Result ID: 6992a8e03a6c314849107fa9. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region","Ensemble":true}. This record does not assert independent reproduction. ### MLSL R@1: 63.8. Result ID: 6992a8e03a6c314849107fb9. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region + Grid","Ensemble":false}. This record does not assert independent reproduction. ### RAAN R@1: 61.8. Result ID: 6992a8e03a6c314849107fbd. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region + Grid","Ensemble":true}. This record does not assert independent reproduction. ### IMRAM R@1: 61.7. Result ID: 6992a8e03a6c314849107fa5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Region","Ensemble":true}. This record does not assert independent reproduction. ### CRGN R@1: 60.1. Result ID: 6992a8e03a6c314849107fb8. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region + Grid","Ensemble":false}. This record does not assert independent reproduction. ### SCO R@1: 56.7. Result ID: 6992a8e03a6c314849107fb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Grid","Ensemble":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.