# Visual Question Answering on TextVQA Clean (test) Source: [Visual Question Answering on TextVQA Clean (test)]() Collection index: [llms.txt]() Data updated: 2026-03-31T08:00:16.129Z Evaluation of model performance on the test split of the TextVQA Clean dataset for visual question answering, typically measured by accuracy. 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 | Visual Question Answering | | Dataset (including any stated split) | TextVQA Clean (test) | | Metric | VQA Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [VQA Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | VQA Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CLIP | 37.1 | Not recorded | 69cb54e10636e5bf4afc9cff | | CLIP | 37.1 | Not recorded | 69cb54e10636e5bf4afc9cff | | FARE | 31.9 | Not recorded | 69cb54e10636e5bf4afc9cff | | FARE | 31.9 | Not recorded | 69cb54e10636e5bf4afc9cff | | FARE | 27.6 | Not recorded | 69cb54e10636e5bf4afc9cff | | FARE | 27.4 | Not recorded | 69cb54e10636e5bf4afc9cff | | TeCoA | 24.2 | Not recorded | 69cb54e10636e5bf4afc9cff | | TeCoA | 24.1 | Not recorded | 69cb54e10636e5bf4afc9cff | | TeCoA | 21 | Not recorded | 69cb54e10636e5bf4afc9cff | | TeCoA | 20.7 | Not recorded | 69cb54e10636e5bf4afc9cff | ### CLIP VQA Accuracy: 37.1. Result ID: 69cb7e7b47f34ce924b39a58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ET3 Defense":"false"}. This record does not assert independent reproduction. ### CLIP VQA Accuracy: 37.1. Result ID: 69cb7e7b47f34ce924b39a59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ET3 Defense":"true"}. This record does not assert independent reproduction. ### FARE VQA Accuracy: 31.9. Result ID: 69cb7e7b47f34ce924b39a5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Strength (epsilon\_t)":"2/255","ET3 Defense":"false"}. This record does not assert independent reproduction. ### FARE VQA Accuracy: 31.9. Result ID: 69cb7e7b47f34ce924b39a5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Strength (epsilon\_t)":"2/255","ET3 Defense":"true"}. This record does not assert independent reproduction. ### FARE VQA Accuracy: 27.6. Result ID: 69cb7e7b47f34ce924b39a60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Strength (epsilon\_t)":"4/255","ET3 Defense":"false"}. This record does not assert independent reproduction. ### FARE VQA Accuracy: 27.4. Result ID: 69cb7e7b47f34ce924b39a61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Strength (epsilon\_t)":"4/255","ET3 Defense":"true"}. This record does not assert independent reproduction. ### TeCoA VQA Accuracy: 24.2. Result ID: 69cb7e7b47f34ce924b39a5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Strength (epsilon\_t)":"2/255","ET3 Defense":"true"}. This record does not assert independent reproduction. ### TeCoA VQA Accuracy: 24.1. Result ID: 69cb7e7b47f34ce924b39a5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Strength (epsilon\_t)":"2/255","ET3 Defense":"false"}. This record does not assert independent reproduction. ### TeCoA VQA Accuracy: 21. Result ID: 69cb7e7b47f34ce924b39a5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Strength (epsilon\_t)":"4/255","ET3 Defense":"true"}. This record does not assert independent reproduction. ### TeCoA VQA Accuracy: 20.7. Result ID: 69cb7e7b47f34ce924b39a5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Strength (epsilon\_t)":"4/255","ET3 Defense":"false"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.