# Image-to-Sentence Retrieval on MS-COCO 1K (5-folds) (test) Source: [Image-to-Sentence Retrieval on MS-COCO 1K (5-folds) (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:01:24.769Z Evaluation of Image-to-Sentence Retrieval performance using the 1K test subset (defined by 5-fold cross-validation splits) of the MS-COCO dataset, measured using R@K metrics 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 | Image-to-Sentence Retrieval | | Dataset (including any stated split) | MS-COCO 1K (5-folds) (test) | | Metric | Recall@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 - [Recall@1](): Higher is better; unit: PERCENT. - [Recall@5](): Higher is better; unit: PERCENT. - [Recall@10](): Higher is better; unit: PERCENT. - [rSum](): Higher is better; unit: SCALAR. ## Recorded results | Method | Recall@1 | Result date | Report paper | | --- | --- | --- | --- | | 3SHNet | 85.8 | Not recorded | 68fa730e1e209131cea5a297 | | 3SHNet | 85 | Not recorded | 68fa730e1e209131cea5a297 | | 3SHNet | 84.5 | Not recorded | 68fa730e1e209131cea5a297 | | 3SHNet | 84.3 | Not recorded | 68fa730e1e209131cea5a297 | | Imp. | 83.7 | Not recorded | 68fa730e1e209131cea5a297 | | 3SHNet | 83.1 | Not recorded | 68fa730e1e209131cea5a297 | | 3SHNet | 83.1 | Not recorded | 68fa730e1e209131cea5a297 | | VSE∞ | 83.1 | Not recorded | 68fa730e1e209131cea5a297 | | VSE∞ | 82.2 | Not recorded | 68fa730e1e209131cea5a297 | | MKTLON | 81.8 | Not recorded | 68fa730e1e209131cea5a297 | | CMSEI | 81.4 | Not recorded | 68fa730e1e209131cea5a297 | | CHAN | 81.4 | Not recorded | 68fa730e1e209131cea5a297 | | DCIN | 81.4 | Not recorded | 68fa730e1e209131cea5a297 | | EKDM | 81.4 | Not recorded | 68fa730e1e209131cea5a297 | | CMCAN | 81.2 | Not recorded | 68fa730e1e209131cea5a297 | | HGAN | 81.1 | Not recorded | 68fa730e1e209131cea5a297 | | KIDRR | 80.9 | Not recorded | 68fa730e1e209131cea5a297 | | NAAF | 80.5 | Not recorded | 68fa730e1e209131cea5a297 | | VSE∞ | 80.4 | Not recorded | 68fa730e1e209131cea5a297 | | VSE∞ | 79.7 | Not recorded | 68fa730e1e209131cea5a297 | | AME | 79.4 | Not recorded | 68fa730e1e209131cea5a297 | | RCTRN | 79.4 | Not recorded | 68fa730e1e209131cea5a297 | | DIME | 78.8 | Not recorded | 68fa730e1e209131cea5a297 | | VSRN++ | 77.9 | Not recorded | 68fa730e1e209131cea5a297 | | MLSL | 77.1 | Not recorded | 68fa730e1e209131cea5a297 | | RAAN | 76.8 | Not recorded | 68fa730e1e209131cea5a297 | | IMRAM | 76.7 | Not recorded | 68fa730e1e209131cea5a297 | | CRGN | 73.8 | Not recorded | 68fa730e1e209131cea5a297 | | SCO | 69.9 | Not recorded | 68fa730e1e209131cea5a297 | ### 3SHNet Recall@1: 85.8. Result ID: 6992a8e03a6c314849107fa4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Region + Grid","Ensemble":true}. This record does not assert independent reproduction. ### 3SHNet Recall@1: 85. Result ID: 6992a8e03a6c314849107fa3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Region + Grid","Ensemble":false}. This record does not assert independent reproduction. ### 3SHNet Recall@1: 84.5. Result ID: 6992a8e03a6c314849107f9a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Grid","Ensemble":true}. This record does not assert independent reproduction. ### 3SHNet Recall@1: 84.3. Result ID: 6992a8e03a6c314849107f96. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Region","Ensemble":true}. This record does not assert independent reproduction. ### Imp. Recall@1: 83.7. Result ID: 6992a8e03a6c314849107f9f. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region + Grid","Ensemble":true}. This record does not assert independent reproduction. ### 3SHNet Recall@1: 83.1. Result ID: 6992a8e03a6c314849107f95. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Region","Ensemble":false}. This record does not assert independent reproduction. ### 3SHNet Recall@1: 83.1. Result ID: 6992a8e03a6c314849107f99. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Grid","Ensemble":false}. This record does not assert independent reproduction. ### VSE∞ Recall@1: 83.1. Result ID: 6992a8e03a6c314849107fa2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Region + Grid","Ensemble":false,"Segmentation features":true}. This record does not assert independent reproduction. ### VSE∞ Recall@1: 82.2. Result ID: 6992a8e03a6c314849107f9d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Region + Grid","Ensemble":false}. This record does not assert independent reproduction. ### MKTLON Recall@1: 81.8. Result ID: 6992a8e03a6c314849107f94. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region","Ensemble":true}. This record does not assert independent reproduction. ### CMSEI Recall@1: 81.4. Result ID: 6992a8e03a6c314849107f8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Region","Ensemble":true}. This record does not assert independent reproduction. ### CHAN Recall@1: 81.4. Result ID: 6992a8e03a6c314849107f8f. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region","Ensemble":false}. This record does not assert independent reproduction. ### DCIN Recall@1: 81.4. Result ID: 6992a8e03a6c314849107f92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Region","Ensemble":true}. This record does not assert independent reproduction. ### EKDM Recall@1: 81.4. Result ID: 6992a8e03a6c314849107f93. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region","Ensemble":true}. This record does not assert independent reproduction. ### CMCAN Recall@1: 81.2. Result ID: 6992a8e03a6c314849107f9e. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region + Grid","Ensemble":false}. This record does not assert independent reproduction. ### HGAN Recall@1: 81.1. Result ID: 6992a8e03a6c314849107fa1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Region + Grid","Ensemble":false}. This record does not assert independent reproduction. ### KIDRR Recall@1: 80.9. Result ID: 6992a8e03a6c314849107f91. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region","Ensemble":true}. This record does not assert independent reproduction. ### NAAF Recall@1: 80.5. Result ID: 6992a8e03a6c314849107f8c. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region","Ensemble":true}. This record does not assert independent reproduction. ### VSE∞ Recall@1: 80.4. Result ID: 6992a8e03a6c314849107f98. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Grid","Ensemble":false}. This record does not assert independent reproduction. ### VSE∞ Recall@1: 79.7. Result ID: 6992a8e03a6c314849107f89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Region","Ensemble":false}. This record does not assert independent reproduction. ### AME Recall@1: 79.4. Result ID: 6992a8e03a6c314849107f8d. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region","Ensemble":true}. This record does not assert independent reproduction. ### RCTRN Recall@1: 79.4. Result ID: 6992a8e03a6c314849107f90. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region","Ensemble":true}. This record does not assert independent reproduction. ### DIME Recall@1: 78.8. Result ID: 6992a8e03a6c314849107f8a. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region","Ensemble":true}. This record does not assert independent reproduction. ### VSRN++ Recall@1: 77.9. Result ID: 6992a8e03a6c314849107f8b. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region","Ensemble":true}. This record does not assert independent reproduction. ### MLSL Recall@1: 77.1. Result ID: 6992a8e03a6c314849107f9c. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region + Grid","Ensemble":false}. This record does not assert independent reproduction. ### RAAN Recall@1: 76.8. Result ID: 6992a8e03a6c314849107fa0. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region + Grid","Ensemble":true}. This record does not assert independent reproduction. ### IMRAM Recall@1: 76.7. Result ID: 6992a8e03a6c314849107f88. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Region","Ensemble":true}. This record does not assert independent reproduction. ### CRGN Recall@1: 73.8. Result ID: 6992a8e03a6c314849107f9b. [Reporting paper]() Recorded evaluation configuration: {"Type":"Region + Grid","Ensemble":false}. This record does not assert independent reproduction. ### SCO Recall@1: 69.9. Result ID: 6992a8e03a6c314849107f97. [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.