# Text-to-Image Retrieval on MS-COCO 5-fold 1K (test) Source: [Text-to-Image Retrieval on MS-COCO 5-fold 1K (test)]() Collection index: [llms.txt]() Data updated: 2026-07-03T06:49:30.908Z Evaluation of Text-to-Image Retrieval performance on the 5-fold 1K test subset 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 | Text-to-Image Retrieval | | Dataset (including any stated split) | MS-COCO 5-fold 1K (test) | | Metric | R@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 35 of 35 | | 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](): Higher is better; unit: SCALAR. ## Recorded results | Method | R@1 | Result date | Report paper | | --- | --- | --- | --- | | SEPS | 91 | Not recorded | 690988853ef7ccd74e5e5c23 | | SEPS | 88.5 | Not recorded | 690988853ef7ccd74e5e5c23 | | SEPS | 87.1 | Not recorded | 690988853ef7ccd74e5e5c23 | | SEPS | 84.7 | Not recorded | 690988853ef7ccd74e5e5c23 | | CORA | 67.3 | Not recorded | 68fa73a71e209131cea5db16 | | HREM | 67.1 | Not recorded | 68fa73a71e209131cea5db16 | | CHAN | 66.5 | Not recorded | 68fa73a71e209131cea5db16 | | CORA | 66.2 | Not recorded | 68fa73a71e209131cea5db16 | | CORA | 66 | Not recorded | 68fa73a71e209131cea5db16 | | CODER | 65.5 | Not recorded | 68fa73a71e209131cea5db16 | | GraDual | 65.3 | Not recorded | 68fa73a71e209131cea5db16 | | CORA | 64.9 | Not recorded | 68fa73a71e209131cea5db16 | | MV-VSE | 64.9 | Not recorded | 68fa73a71e209131cea5db16 | | VSE∞ | 64.8 | Not recorded | 68fa73a71e209131cea5db16 | | SDE | 64.7 | Not recorded | 68fa73a71e209131cea5db16 | | NAAF | 64.1 | Not recorded | 68fa73a71e209131cea5db16 | | CHAN | 63.8 | Not recorded | 68fa73a71e209131cea5db16 | | HREM | 63.7 | Not recorded | 68fa73a71e209131cea5db16 | | CORA | 63.4 | Not recorded | 68fa73a71e209131cea5db16 | | SGARF | 63.2 | Not recorded | 68fa73a71e209131cea5db16 | | SGARF | 63.2 | Not recorded | 68fa73a71e209131cea5db16 | | CORA | 62.9 | Not recorded | 68fa73a71e209131cea5db16 | | VSRN | 62.8 | Not recorded | 68fa73a71e209131cea5db16 | | VSRN | 62.8 | Not recorded | 68fa73a71e209131cea5db16 | | MV-VSE | 62.7 | Not recorded | 68fa73a71e209131cea5db16 | | MV-VSE | 62.7 | Not recorded | 68fa73a71e209131cea5db16 | | CODER | 62.5 | Not recorded | 68fa73a71e209131cea5db16 | | VSE∞ | 61.7 | Not recorded | 68fa73a71e209131cea5db16 | | VSE∞ | 61.7 | Not recorded | 68fa73a71e209131cea5db16 | | CAAN | 61.3 | Not recorded | 68fa73a71e209131cea5db16 | | CAAN | 61.3 | Not recorded | 68fa73a71e209131cea5db16 | | SCAN | 58.8 | Not recorded | 68fa73a71e209131cea5db16 | | SCAN | 58.8 | Not recorded | 68fa73a71e209131cea5db16 | | SGM | 57.5 | Not recorded | 68fa73a71e209131cea5db16 | | SGM | 57.5 | Not recorded | 68fa73a71e209131cea5db16 | ### SEPS R@1: 91. Result ID: 6a475b5c60b88bb339922c69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder":"ViT-Base-384","Textual Encoder":"BERT-base","Image Resolution":"384x384","Patch Size":"24x24","Fine-Grained Alignment (FG)":"true"}. This record does not assert independent reproduction. ### SEPS R@1: 88.5. Result ID: 6a475b5c60b88bb339922c68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder":"ViT-Base-224","Textual Encoder":"BERT-base","Image Resolution":"224x224","Patch Size":"14x14","Fine-Grained Alignment (FG)":"true"}. This record does not assert independent reproduction. ### SEPS R@1: 87.1. Result ID: 6a475b5c60b88bb339922c6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder":"Swin-Base-384","Textual Encoder":"BERT-base","Image Resolution":"384x384","Patch Size":"12x12","Fine-Grained Alignment (FG)":"true"}. This record does not assert independent reproduction. ### SEPS R@1: 84.7. Result ID: 6a475b5c60b88bb339922c6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder":"Swin-Base-224","Textual Encoder":"BERT-base","Image Resolution":"224x224","Patch Size":"7x7","Fine-Grained Alignment (FG)":"true"}. This record does not assert independent reproduction. ### CORA R@1: 67.3. Result ID: 69a1624035dfcabb00e6b02b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Backbone":"Faster R-CNN","Semantic Encoder":"BERT","Cross Attention":"false","Ensemble":"true"}. This record does not assert independent reproduction. ### HREM R@1: 67.1. Result ID: 69a1624035dfcabb00e6b029. [Reporting paper]() Recorded evaluation configuration: {"Visual Backbone":"Faster R-CNN","Semantic Encoder":"BERT","Cross Attention":"false","Ensemble":"true","Venue":"CVPR’23"}. This record does not assert independent reproduction. ### CHAN R@1: 66.5. Result ID: 69a1624035dfcabb00e6b028. [Reporting paper]() Recorded evaluation configuration: {"Visual Backbone":"Faster R-CNN","Semantic Encoder":"BERT","Cross Attention":"true","Ensemble":"false","Venue":"CVPR’23"}. This record does not assert independent reproduction. ### CORA R@1: 66.2. Result ID: 69a1624035dfcabb00e6b02a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Backbone":"Faster R-CNN","Semantic Encoder":"BERT","Cross Attention":"false","Ensemble":"false"}. This record does not assert independent reproduction. ### CORA R@1: 66. Result ID: 69a1624035dfcabb00e6b024. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Backbone":"Faster R-CNN","Semantic Encoder":"Bi-GRU","Cross Attention":"false","Ensemble":"true"}. This record does not assert independent reproduction. ### CODER R@1: 65.5. Result ID: 69a1624035dfcabb00e6b026. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Backbone":"Faster R-CNN","Semantic Encoder":"BERT","Cross Attention":"true","Ensemble":"false","Venue":"ECCV’22"}. This record does not assert independent reproduction. ### GraDual R@1: 65.3. Result ID: 69a1624035dfcabb00e6b01e. [Reporting paper]() Recorded evaluation configuration: {"Visual Backbone":"Faster R-CNN","Semantic Encoder":"Bi-GRU","Cross Attention":"true","Ensemble":"true","Venue":"WACV’23"}. This record does not assert independent reproduction. ### CORA R@1: 64.9. Result ID: 69a1624035dfcabb00e6b023. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Backbone":"Faster R-CNN","Semantic Encoder":"Bi-GRU","Cross Attention":"false","Ensemble":"false"}. This record does not assert independent reproduction. ### MV-VSE R@1: 64.9. Result ID: 69a1624035dfcabb00e6b027. [Reporting paper]() Recorded evaluation configuration: {"Visual Backbone":"Faster R-CNN","Semantic Encoder":"BERT","Cross Attention":"false","Ensemble":"true","Venue":"IJCAI’22"}. This record does not assert independent reproduction. ### VSE∞ R@1: 64.8. Result ID: 69a1624035dfcabb00e6b025. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Backbone":"Faster R-CNN","Semantic Encoder":"BERT","Cross Attention":"false","Ensemble":"false","Venue":"CVPR’21"}. This record does not assert independent reproduction. ### SDE R@1: 64.7. Result ID: 69a1624035dfcabb00e6b021. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Backbone":"Faster R-CNN","Semantic Encoder":"Bi-GRU","Cross Attention":"false","Ensemble":"true","Venue":"CVPR’23"}. This record does not assert independent reproduction. ### NAAF R@1: 64.1. Result ID: 69a1624035dfcabb00e6b020. [Reporting paper]() Recorded evaluation configuration: {"Visual Backbone":"Faster R-CNN","Semantic Encoder":"Bi-GRU","Cross Attention":"true","Ensemble":"true","Venue":"CVPR’23"}. This record does not assert independent reproduction. ### CHAN R@1: 63.8. Result ID: 69a1624035dfcabb00e6b01f. [Reporting paper]() Recorded evaluation configuration: {"Visual Backbone":"Faster R-CNN","Semantic Encoder":"Bi-GRU","Cross Attention":"true","Ensemble":"false","Venue":"CVPR’23"}. This record does not assert independent reproduction. ### HREM R@1: 63.7. Result ID: 69a1624035dfcabb00e6b022. [Reporting paper]() Recorded evaluation configuration: {"Visual Backbone":"Faster R-CNN","Semantic Encoder":"Bi-GRU","Cross Attention":"false","Ensemble":"true","Venue":"CVPR’23"}. This record does not assert independent reproduction. ### CORA R@1: 63.4. Result ID: 69a1624035dfcabb00e6afb5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Cross-Attention":"false","Backbone":"Faster R-CNN + Bi-GRU","Ensemble":"true"}. This record does not assert independent reproduction. ### SGARF R@1: 63.2. Result ID: 69a1624035dfcabb00e6afb2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"AAAI’21","Cross-Attention":"true","Backbone":"Faster R-CNN + Bi-GRU","Ensemble":"true"}. This record does not assert independent reproduction. ### SGARF R@1: 63.2. Result ID: 69a1624035dfcabb00e6b01b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Backbone":"Faster R-CNN","Semantic Encoder":"Bi-GRU","Cross Attention":"true","Ensemble":"true","Venue":"AAAI’23"}. This record does not assert independent reproduction. ### CORA R@1: 62.9. Result ID: 69a1624035dfcabb00e6afb4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Cross-Attention":"false","Backbone":"Faster R-CNN + Bi-GRU","Ensemble":"false"}. This record does not assert independent reproduction. ### VSRN R@1: 62.8. Result ID: 69a1624035dfcabb00e6afae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"ICCV’19","Cross-Attention":"false","Backbone":"Faster R-CNN + Bi-GRU","Ensemble":"false"}. This record does not assert independent reproduction. ### VSRN R@1: 62.8. Result ID: 69a1624035dfcabb00e6b017. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Backbone":"Faster R-CNN","Semantic Encoder":"Bi-GRU","Cross Attention":"false","Ensemble":"false","Venue":"ICCV’19"}. This record does not assert independent reproduction. ### MV-VSE R@1: 62.7. Result ID: 69a1624035dfcabb00e6afb3. [Reporting paper]() Recorded evaluation configuration: {"Venue":"IJCAI’22","Cross-Attention":"false","Backbone":"Faster R-CNN + Bi-GRU","Ensemble":"true"}. This record does not assert independent reproduction. ### MV-VSE R@1: 62.7. Result ID: 69a1624035dfcabb00e6b01d. [Reporting paper]() Recorded evaluation configuration: {"Visual Backbone":"Faster R-CNN","Semantic Encoder":"Bi-GRU","Cross Attention":"false","Ensemble":"true","Venue":"IJCAI’22"}. This record does not assert independent reproduction. ### CODER R@1: 62.5. Result ID: 69a1624035dfcabb00e6b01c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Backbone":"Faster R-CNN","Semantic Encoder":"Bi-GRU","Cross Attention":"true","Ensemble":"false","Venue":"ECCV’22"}. This record does not assert independent reproduction. ### VSE∞ R@1: 61.7. Result ID: 69a1624035dfcabb00e6afb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"CVPR’21","Cross-Attention":"false","Backbone":"Faster R-CNN + Bi-GRU","Ensemble":"false"}. This record does not assert independent reproduction. ### VSE∞ R@1: 61.7. Result ID: 69a1624035dfcabb00e6b01a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Backbone":"Faster R-CNN","Semantic Encoder":"Bi-GRU","Cross Attention":"false","Ensemble":"false","Venue":"CVPR’21"}. This record does not assert independent reproduction. ### CAAN R@1: 61.3. Result ID: 69a1624035dfcabb00e6afb0. [Reporting paper]() Recorded evaluation configuration: {"Venue":"CVPR’20","Cross-Attention":"true","Backbone":"Faster R-CNN + Bi-GRU","Ensemble":"false"}. This record does not assert independent reproduction. ### CAAN R@1: 61.3. Result ID: 69a1624035dfcabb00e6b019. [Reporting paper]() Recorded evaluation configuration: {"Visual Backbone":"Faster R-CNN","Semantic Encoder":"Bi-GRU","Cross Attention":"true","Ensemble":"false","Venue":"CVPR’20"}. This record does not assert independent reproduction. ### SCAN R@1: 58.8. Result ID: 69a1624035dfcabb00e6afad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"ECCV’18","Cross-Attention":"true","Backbone":"Faster R-CNN + Bi-GRU","Ensemble":"true"}. This record does not assert independent reproduction. ### SCAN R@1: 58.8. Result ID: 69a1624035dfcabb00e6b016. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Backbone":"Faster R-CNN","Semantic Encoder":"Bi-GRU","Cross Attention":"true","Ensemble":"true","Venue":"ECCV’18"}. This record does not assert independent reproduction. ### SGM R@1: 57.5. Result ID: 69a1624035dfcabb00e6afaf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"WACV’20","Cross-Attention":"true","Backbone":"Faster R-CNN + Bi-GRU","Ensemble":"false"}. This record does not assert independent reproduction. ### SGM R@1: 57.5. Result ID: 69a1624035dfcabb00e6b018. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Backbone":"Faster R-CNN","Semantic Encoder":"Bi-GRU","Cross Attention":"true","Ensemble":"false","Venue":"WACV’20"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.