# Text-to-Image Retrieval on AIC-ICC (test) Source: [Text-to-Image Retrieval on AIC-ICC (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:59:26.315Z Evaluation of Text-to-Image Retrieval performance on the test split of the AIC-ICC dataset, measured using R@K metrics (R@1, R@5, 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) | AIC-ICC (test) | | Metric | R@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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. - [R@M](): Higher is better; unit: PERCENT. ## Recorded results | Method | R@1 | Result date | Report paper | | --- | --- | --- | --- | | R2D2 | 57.3 | Not recorded | 68fa71271e209131cea4f8eb | | Wukong | 48.6 | Not recorded | 68fa71271e209131cea4f8eb | | R2D2 | 47.6 | Not recorded | 68fa71271e209131cea4f8eb | | CLIP | 46.2 | Not recorded | 68fa71271e209131cea4f8eb | | FILIP | 44.9 | Not recorded | 68fa71271e209131cea4f8eb | | CLIP | 38.1 | Not recorded | 68fa71271e209131cea4f8eb | | Wukong | 36.7 | Not recorded | 68fa71271e209131cea4f8eb | | BriVL | 34.1 | Not recorded | 68fa71271e209131cea4f8eb | | FILIP | 32.9 | Not recorded | 68fa71271e209131cea4f8eb | ### R2D2 R@1: 57.3. Result ID: 69919eed3a6c314849096c86. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L"}. This record does not assert independent reproduction. ### Wukong R@1: 48.6. Result ID: 69919eed3a6c314849096c84. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L"}. This record does not assert independent reproduction. ### R2D2 R@1: 47.6. Result ID: 69919eed3a6c314849096c85. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B"}. This record does not assert independent reproduction. ### CLIP R@1: 46.2. Result ID: 69919eed3a6c314849096c80. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L"}. This record does not assert independent reproduction. ### FILIP R@1: 44.9. Result ID: 69919eed3a6c314849096c82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L"}. This record does not assert independent reproduction. ### CLIP R@1: 38.1. Result ID: 69919eed3a6c314849096c7f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B"}. This record does not assert independent reproduction. ### Wukong R@1: 36.7. Result ID: 69919eed3a6c314849096c83. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B"}. This record does not assert independent reproduction. ### BriVL R@1: 34.1. Result ID: 69919eed3a6c314849096c7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FILIP R@1: 32.9. Result ID: 69919eed3a6c314849096c81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.