# Image-to-Text Retrieval on SARVLM-1M (test) Source: [Image-to-Text Retrieval on SARVLM-1M (test)]() Collection index: [llms.txt]() Data updated: 2026-05-18T06:57:40.766Z Evaluation of Image-to-Text Retrieval performance on the test split of the SARVLM-1M dataset, measured using R@K metrics. 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) | SARVLM-1M (test) | | Metric | R@1 | | Unit | SCALAR | | 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: SCALAR. - [R@5](): Higher is better; unit: SCALAR. - [R@10](): Higher is better; unit: SCALAR. ## Recorded results | Method | R@1 | Result date | Report paper | | --- | --- | --- | --- | | SARCLIP ‡ | 12.66 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP † | 12.64 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP § | 12.36 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP | 11.84 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP † | 10.8 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP ‡ | 10.44 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP | 10.2 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP § | 9.7 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP ‡ | 8.56 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP | 8.52 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SAR-TEXT | 0.48 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP-ISPRS | 0.3 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | OpenCLIP | 0.14 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | OpenCLIP | 0.08 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SkyCLIP | 0.08 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SkyCLIP | 0.08 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | RemoteCLIP | 0.08 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | GeoRSCLIP | 0.06 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | GeoRSCLIP | 0.06 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | GeoRSCLIP | 0.06 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP-ISPRS | 0.06 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | OpenCLIP | 0.04 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | RemoteCLIP | 0.04 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP-ISPRS | 0.04 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | RemoteCLIP | 0.02 | Not recorded | 69004ded3ef7ccd74e5e29e3 | ### SARCLIP ‡ R@1: 12.66. Result ID: 6a0ab79b47f34ce924f0477a. [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: 12.64. Result ID: 6a0ab79b47f34ce924f04778. [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: 12.36. Result ID: 6a0ab79b47f34ce924f04779. [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: 11.84. Result ID: 6a0ab79b47f34ce924f04777. [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: 10.8. Result ID: 6a0ab79b47f34ce924f04772. [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: 10.44. Result ID: 6a0ab79b47f34ce924f04774. [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: 10.2. Result ID: 6a0ab79b47f34ce924f04771. [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: 9.7. Result ID: 6a0ab79b47f34ce924f04773. [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: 8.56. Result ID: 6a0ab79b47f34ce924f0476f. [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 R@1: 8.52. Result ID: 6a0ab79b47f34ce924f0476e. [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. ### SAR-TEXT R@1: 0.48. Result ID: 6a0ab79b47f34ce924f04775. [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: 0.3. Result ID: 6a0ab79b47f34ce924f04776. [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. ### OpenCLIP R@1: 0.14. Result ID: 6a0ab79b47f34ce924f04764. [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. ### OpenCLIP R@1: 0.08. Result ID: 6a0ab79b47f34ce924f04763. [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. ### SkyCLIP R@1: 0.08. Result ID: 6a0ab79b47f34ce924f04768. [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. ### SkyCLIP R@1: 0.08. Result ID: 6a0ab79b47f34ce924f04769. [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. ### RemoteCLIP R@1: 0.08. Result ID: 6a0ab79b47f34ce924f0476a. [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. ### GeoRSCLIP R@1: 0.06. Result ID: 6a0ab79b47f34ce924f04765. [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. ### GeoRSCLIP R@1: 0.06. Result ID: 6a0ab79b47f34ce924f04766. [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: 0.06. Result ID: 6a0ab79b47f34ce924f04767. [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. ### SARCLIP-ISPRS R@1: 0.06. Result ID: 6a0ab79b47f34ce924f04770. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Backbone":"ViT-B-32","Pretrain Data":"–","Tune On":"–"}. This record does not assert independent reproduction. ### OpenCLIP R@1: 0.04. Result ID: 6a0ab79b47f34ce924f04762. [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. ### RemoteCLIP R@1: 0.04. Result ID: 6a0ab79b47f34ce924f0476c. [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. ### SARCLIP-ISPRS R@1: 0.04. Result ID: 6a0ab79b47f34ce924f0476d. [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. ### RemoteCLIP R@1: 0.02. Result ID: 6a0ab79b47f34ce924f0476b. [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. Page 1 of 1. This is an index page, not the full collection.