# Text-to-Image Retrieval on SARVLM-1M (test) Source: [Text-to-Image Retrieval on SARVLM-1M (test)]() Collection index: [llms.txt]() Data updated: 2026-05-18T06:57:40.802Z Evaluation of Text-to-Image Retrieval performance on the test split of the SARVLM-1M dataset, measured using R@1, R@5, and R@10. 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) | SARVLM-1M (test) | | Metric | R@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 25 of 25 | | 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. ## Recorded results | Method | R@1 | Result date | Report paper | | --- | --- | --- | --- | | SARCLIP † | 13.58 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP | 12.88 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP ‡ | 12.88 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP § | 12.86 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP † | 11.3 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP | 10.84 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP § | 10.56 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP ‡ | 10.16 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP | 9.38 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP ‡ | 9.22 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP-ISPRS | 0.46 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SAR-TEXT | 0.42 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP-ISPRS | 0.26 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | RemoteCLIP | 0.24 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP-ISPRS | 0.24 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | GeoRSCLIP | 0.2 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | GeoRSCLIP | 0.2 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SkyCLIP | 0.2 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SkyCLIP | 0.18 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | GeoRSCLIP | 0.12 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | OpenCLIP | 0.1 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | RemoteCLIP | 0.1 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | RemoteCLIP | 0.1 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | OpenCLIP | 0.08 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | OpenCLIP | 0.06 | Not recorded | 69004ded3ef7ccd74e5e29e3 | ### SARCLIP † R@1: 13.58. Result ID: 6a0ab79b47f34ce924f04791. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Backbone":"ViT-L-14","Pretrain Data":"RS5M","Tune On":"SARVLM-1M"}. This record does not assert independent reproduction. ### SARCLIP R@1: 12.88. Result ID: 6a0ab79b47f34ce924f04790. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Backbone":"ViT-L-14","Pretrain Data":"LAION","Tune On":"SARVLM-1M"}. This record does not assert independent reproduction. ### SARCLIP ‡ R@1: 12.88. Result ID: 6a0ab79b47f34ce924f04793. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Backbone":"ViT-L-14","Pretrain Data":"R3+D10+S4","Tune On":"SARVLM-1M"}. This record does not assert independent reproduction. ### SARCLIP § R@1: 12.86. Result ID: 6a0ab79b47f34ce924f04792. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Backbone":"ViT-L-14","Pretrain Data":"SkyScript","Tune On":"SARVLM-1M"}. This record does not assert independent reproduction. ### SARCLIP † R@1: 11.3. Result ID: 6a0ab79b47f34ce924f0478b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Backbone":"ViT-B-32","Pretrain Data":"RS5M","Tune On":"SARVLM-1M"}. This record does not assert independent reproduction. ### SARCLIP R@1: 10.84. Result ID: 6a0ab79b47f34ce924f0478a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Backbone":"ViT-B-32","Pretrain Data":"LAION","Tune On":"SARVLM-1M"}. This record does not assert independent reproduction. ### SARCLIP § R@1: 10.56. Result ID: 6a0ab79b47f34ce924f0478c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Backbone":"ViT-B-32","Pretrain Data":"SkyScript","Tune On":"SARVLM-1M"}. This record does not assert independent reproduction. ### SARCLIP ‡ R@1: 10.16. Result ID: 6a0ab79b47f34ce924f0478d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Backbone":"ViT-B-32","Pretrain Data":"R3+D10+S4","Tune On":"SARVLM-1M"}. This record does not assert independent reproduction. ### SARCLIP R@1: 9.38. Result ID: 6a0ab79b47f34ce924f04787. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Backbone":"ResNet-50","Pretrain Data":"LAION","Tune On":"SARVLM-1M"}. This record does not assert independent reproduction. ### SARCLIP ‡ R@1: 9.22. Result ID: 6a0ab79b47f34ce924f04788. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Backbone":"ResNet-50","Pretrain Data":"R3+D10+S4","Tune On":"SARVLM-1M"}. This record does not assert independent reproduction. ### SARCLIP-ISPRS R@1: 0.46. Result ID: 6a0ab79b47f34ce924f0478f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Backbone":"ViT-L-14","Pretrain Data":"LAION","Tune On":"SARCAP"}. This record does not assert independent reproduction. ### SAR-TEXT R@1: 0.42. Result ID: 6a0ab79b47f34ce924f0478e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Backbone":"ViT-L-14","Pretrain Data":"LAION","Tune On":"SARTEXT"}. This record does not assert independent reproduction. ### SARCLIP-ISPRS R@1: 0.26. Result ID: 6a0ab79b47f34ce924f04789. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Backbone":"ViT-B-32","Pretrain Data":"–","Tune On":"–"}. This record does not assert independent reproduction. ### RemoteCLIP R@1: 0.24. Result ID: 6a0ab79b47f34ce924f04783. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Image Backbone":"ResNet-50","Pretrain Data":"LAION","Tune On":"R3+D10+S4"}. This record does not assert independent reproduction. ### SARCLIP-ISPRS R@1: 0.24. Result ID: 6a0ab79b47f34ce924f04786. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Backbone":"ResNet-50","Pretrain Data":"LAION","Tune On":"SARCAP"}. This record does not assert independent reproduction. ### GeoRSCLIP R@1: 0.2. Result ID: 6a0ab79b47f34ce924f0477f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Image Backbone":"ViT-L-14","Pretrain Data":"LAION","Tune On":"RS5M"}. This record does not assert independent reproduction. ### GeoRSCLIP R@1: 0.2. Result ID: 6a0ab79b47f34ce924f04780. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Image Backbone":"ViT-H-14","Pretrain Data":"LAION","Tune On":"RS5M"}. This record does not assert independent reproduction. ### SkyCLIP R@1: 0.2. Result ID: 6a0ab79b47f34ce924f04782. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Backbone":"ViT-L-14","Pretrain Data":"LAION","Tune On":"SkyScript"}. This record does not assert independent reproduction. ### SkyCLIP R@1: 0.18. Result ID: 6a0ab79b47f34ce924f04781. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Backbone":"ViT-B-32","Pretrain Data":"LAION","Tune On":"SkyScript"}. This record does not assert independent reproduction. ### GeoRSCLIP R@1: 0.12. Result ID: 6a0ab79b47f34ce924f0477e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Image Backbone":"ViT-B-32","Pretrain Data":"LAION","Tune On":"RS5M"}. This record does not assert independent reproduction. ### OpenCLIP R@1: 0.1. Result ID: 6a0ab79b47f34ce924f0477d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Image Backbone":"ViT-L-14","Pretrain Data":"LAION","Tune On":"–"}. This record does not assert independent reproduction. ### RemoteCLIP R@1: 0.1. Result ID: 6a0ab79b47f34ce924f04784. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Image Backbone":"ViT-B-32","Pretrain Data":"LAION","Tune On":"R3+D10+S4"}. This record does not assert independent reproduction. ### RemoteCLIP R@1: 0.1. Result ID: 6a0ab79b47f34ce924f04785. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Image Backbone":"ViT-L-14","Pretrain Data":"LAION","Tune On":"R3+D10+S4"}. This record does not assert independent reproduction. ### OpenCLIP R@1: 0.08. Result ID: 6a0ab79b47f34ce924f0477c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Image Backbone":"ViT-B-32","Pretrain Data":"LAION","Tune On":"–"}. This record does not assert independent reproduction. ### OpenCLIP R@1: 0.06. Result ID: 6a0ab79b47f34ce924f0477b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Image Backbone":"ResNet-50","Pretrain Data":"LAION","Tune On":"–"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.