# Visual Question Answering on TextVQA Adversarial (epsilon\_a = 4/255) Source: [Visual Question Answering on TextVQA Adversarial (epsilon\_a = 4/255)]() Collection index: [llms.txt]() Data updated: 2026-03-31T08:00:16.164Z Evaluation of model performance on the specific adversarial variant of the TextVQA dataset (epsilon\_a = 4/255) for Visual Question Answering, typically measured by VQA 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 Adversarial, epsilon\_a = 4/255 | | 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 | | --- | --- | --- | --- | | FARE | 17.2 | Not recorded | 69cb54e10636e5bf4afc9cff | | CLIP | 17.1 | Not recorded | 69cb54e10636e5bf4afc9cff | | FARE | 15.3 | Not recorded | 69cb54e10636e5bf4afc9cff | | TeCoA | 13.2 | Not recorded | 69cb54e10636e5bf4afc9cff | | TeCoA | 12.6 | Not recorded | 69cb54e10636e5bf4afc9cff | | FARE | 10.2 | Not recorded | 69cb54e10636e5bf4afc9cff | | TeCoA | 9.5 | Not recorded | 69cb54e10636e5bf4afc9cff | | TeCoA | 7.8 | Not recorded | 69cb54e10636e5bf4afc9cff | | FARE | 7.2 | Not recorded | 69cb54e10636e5bf4afc9cff | | CLIP | 0.2 | Not recorded | 69cb54e10636e5bf4afc9cff | ### FARE VQA Accuracy: 17.2. Result ID: 69cb7e7b47f34ce924b39a6b. [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. ### CLIP VQA Accuracy: 17.1. Result ID: 69cb7e7b47f34ce924b39a63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ET3 Defense":"true"}. This record does not assert independent reproduction. ### FARE VQA Accuracy: 15.3. Result ID: 69cb7e7b47f34ce924b39a67. [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: 13.2. Result ID: 69cb7e7b47f34ce924b39a65. [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: 12.6. Result ID: 69cb7e7b47f34ce924b39a69. [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. ### FARE VQA Accuracy: 10.2. Result ID: 69cb7e7b47f34ce924b39a6a. [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. ### TeCoA VQA Accuracy: 9.5. Result ID: 69cb7e7b47f34ce924b39a68. [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. ### TeCoA VQA Accuracy: 7.8. Result ID: 69cb7e7b47f34ce924b39a64. [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: 7.2. Result ID: 69cb7e7b47f34ce924b39a66. [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. ### CLIP VQA Accuracy: 0.2. Result ID: 69cb7e7b47f34ce924b39a62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ET3 Defense":"false"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.