# Text-to-Image Retrieval on DOCCI (val) Source: [Text-to-Image Retrieval on DOCCI (val)]() Collection index: [llms.txt]() Data updated: 2026-03-04T20:09:30.507Z Evaluation of Text-to-Image Retrieval performance using the validation split of the DOCCI dataset, measured using Recall@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 | Text-to-Image Retrieval | | Dataset (including any stated split) | DOCCI (val) | | Metric | Recall@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 - [Recall@1](): Higher is better; unit: PERCENT. - [Recall@5](): Higher is better; unit: PERCENT. - [Recall@10](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recall@1 | Result date | Report paper | | --- | --- | --- | --- | | ITO sub2 | 17.79 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | ITO | 17.3 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | ITO | 16.77 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | ITO sub2 | 16.67 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | CLIP | 16.66 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | CLIP | 15.59 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | ITO sub2 | 14.47 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | ITO | 13.75 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | ITO | 13.68 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | CLIP | 13.04 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | CLIP | 13.01 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | ITO sub2 | 10.86 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | ITO\_sub2 | 10.7 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | ITO\_sub3 | 10.68 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | FLAIR | 10.65 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | ITO | 9.39 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | SigLIP | 9.38 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | FLAIR | 9.36 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | CLIP | 7.67 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | ITO sub2 | 6.86 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | ITO | 6.82 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | CLIP | 5.45 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | ITO sub2 | 3.49 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | ITO | 3.48 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | FLAIR | 3.23 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | SigLIP | 2.28 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | CLIP | 2.13 | Not recorded | 69a7bc7a2d603e6de3e3d410 | ### ITO sub2 Recall@1: 17.79. Result ID: 69a8915b6dbb7075b951327f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset Size":"1B","Backbone":"ViT-B/16","Training Epochs":"10","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### ITO Recall@1: 17.3. Result ID: 69a8915a6dbb7075b951327e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset Size":"1B","Backbone":"ViT-B/16","Training Epochs":"10","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### ITO Recall@1: 16.77. Result ID: 69a8915b6dbb7075b9513281. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset Size":"1B","Backbone":"ViT-L/16","Training Epochs":"1","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### ITO sub2 Recall@1: 16.67. Result ID: 69a8915b6dbb7075b9513282. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset Size":"1B","Backbone":"ViT-L/16","Training Epochs":"1","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### CLIP Recall@1: 16.66. Result ID: 69a8915a6dbb7075b951327d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset Size":"1B","Backbone":"ViT-B/16","Training Epochs":"10","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### CLIP Recall@1: 15.59. Result ID: 69a8915b6dbb7075b9513280. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset Size":"1B","Backbone":"ViT-L/16","Training Epochs":"1","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### ITO sub2 Recall@1: 14.47. Result ID: 69a8915a6dbb7075b951327c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset Size":"1B","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### ITO Recall@1: 13.75. Result ID: 69a8915a6dbb7075b951327b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset Size":"1B","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### ITO Recall@1: 13.68. Result ID: 69a8915a6dbb7075b9513279. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset Size":"100M","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### CLIP Recall@1: 13.04. Result ID: 69a8915a6dbb7075b9513278. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset Size":"100M","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### CLIP Recall@1: 13.01. Result ID: 69a8915a6dbb7075b951327a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset Size":"1B","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### ITO sub2 Recall@1: 10.86. Result ID: 69a8915a6dbb7075b9513274. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset Size":"12M","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### ITO\_sub2 Recall@1: 10.7. Result ID: 69a8915b6dbb7075b95135b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset":"CC3M-recap","Zero-shot":"true","Vision Encoder":"ViT-B/16","Training Epochs":"30","Text Views":"2"}. This record does not assert independent reproduction. ### ITO\_sub3 Recall@1: 10.68. Result ID: 69a8915b6dbb7075b95135b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset":"CC3M-recap","Zero-shot":"true","Vision Encoder":"ViT-B/16","Training Epochs":"30","Text Views":"3"}. This record does not assert independent reproduction. ### FLAIR Recall@1: 10.65. Result ID: 69a8915b6dbb7075b95135b7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset":"CC3M-recap","Zero-shot":"true","Vision Encoder":"ViT-B/16","Training Epochs":"30"}. This record does not assert independent reproduction. ### ITO Recall@1: 9.39. Result ID: 69a8915a6dbb7075b9513273. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset Size":"12M","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### SigLIP Recall@1: 9.38. Result ID: 69a8915a6dbb7075b9513271. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset Size":"12M","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### FLAIR Recall@1: 9.36. Result ID: 69a8915a6dbb7075b9513272. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset Size":"12M","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### CLIP Recall@1: 7.67. Result ID: 69a8915a6dbb7075b9513270. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset Size":"12M","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### ITO sub2 Recall@1: 6.86. Result ID: 69a8915a6dbb7075b9513277. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset Size":"15M","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### ITO Recall@1: 6.82. Result ID: 69a8915a6dbb7075b9513276. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset Size":"15M","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### CLIP Recall@1: 5.45. Result ID: 69a8915a6dbb7075b9513275. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset Size":"15M","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### ITO sub2 Recall@1: 3.49. Result ID: 69a8915a6dbb7075b951326f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset Size":"3M","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### ITO Recall@1: 3.48. Result ID: 69a8915a6dbb7075b951326e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset Size":"3M","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### FLAIR Recall@1: 3.23. Result ID: 69a8915a6dbb7075b951326d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset Size":"3M","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### SigLIP Recall@1: 2.28. Result ID: 69a8915a6dbb7075b951326c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset Size":"3M","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### CLIP Recall@1: 2.13. Result ID: 69a8915a6dbb7075b951326b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset Size":"3M","Evaluation Protocol":"Zero-shot"}. 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