# Image-caption retrieval on ROCO (Perturbation Analysis) Source: [Image-caption retrieval on ROCO (Perturbation Analysis)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:59:40.253Z Evaluation of Image-caption retrieval performance on the ROCO dataset, specifically measuring standard R@10, perturbed R@10, and the resulting change in mean rank. 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-caption retrieval | | Dataset (including any stated split) | ROCO | | Metric | R@10 (Std) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 4 of 4 | | 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@10 (Std)](): Higher is better; unit: PERCENT. - [R@10 (Pert.)](): Higher is better; unit: PERCENT. - [Δ Mean Rank](): Lower is better; unit: SCALAR. ## Recorded results | Method | R@10 (Std) | Result date | Report paper | | --- | --- | --- | --- | | Robust-MMR | 66.1 | Not recorded | 699bdf1909c33900fcd804ee | | Robust-MMR | 61.2 | Not recorded | 699bdf1909c33900fcd804ee | | METER | 45.1 | Not recorded | 699bdf1909c33900fcd804ee | | ViLT | 43.2 | Not recorded | 699bdf1909c33900fcd804ee | ### Robust-MMR R@10 (Std): 66.1. Result ID: 699cde6b5698665ec47f22a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation protocol":"fine-tuned"}. This record does not assert independent reproduction. ### Robust-MMR R@10 (Std): 61.2. Result ID: 699cde6b5698665ec47f22a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation protocol":"zero-shot"}. This record does not assert independent reproduction. ### METER R@10 (Std): 45.1. Result ID: 699cde6b5698665ec47f22a5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ViLT R@10 (Std): 43.2. Result ID: 699cde6b5698665ec47f22a4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.