# Visual Question Answering on VQA Adversarial, epsilon\_a = 4/255 v2 Source: [Visual Question Answering on VQA Adversarial, epsilon\_a = 4/255 v2]() Collection index: [llms.txt]() Data updated: 2026-03-31T08:00:16.237Z Evaluation of model performance on the specific adversarial variant of the VQA v2 dataset, perturbed with 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) | VQA Adversarial, epsilon\_a = 4/255 v2 | | 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 | | --- | --- | --- | --- | | TeCoA | 42.6 | Not recorded | 69cb54e10636e5bf4afc9cff | | FARE | 42.2 | Not recorded | 69cb54e10636e5bf4afc9cff | | TeCoA | 40.7 | Not recorded | 69cb54e10636e5bf4afc9cff | | CLIP | 40 | Not recorded | 69cb54e10636e5bf4afc9cff | | FARE | 32.6 | Not recorded | 69cb54e10636e5bf4afc9cff | | TeCoA | 31.1 | Not recorded | 69cb54e10636e5bf4afc9cff | | FARE | 29.5 | Not recorded | 69cb54e10636e5bf4afc9cff | | TeCoA | 25.1 | Not recorded | 69cb54e10636e5bf4afc9cff | | FARE | 24.5 | Not recorded | 69cb54e10636e5bf4afc9cff | | CLIP | 0 | Not recorded | 69cb54e10636e5bf4afc9cff | ### TeCoA VQA Accuracy: 42.6. Result ID: 69cb7e7b47f34ce924b39a7d. [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: 42.2. Result ID: 69cb7e7b47f34ce924b39a7f. [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: 40.7. Result ID: 69cb7e7b47f34ce924b39a79. [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. ### CLIP VQA Accuracy: 40. Result ID: 69cb7e7b47f34ce924b39a77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ET3 Defense":"true"}. This record does not assert independent reproduction. ### FARE VQA Accuracy: 32.6. Result ID: 69cb7e7b47f34ce924b39a7b. [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: 31.1. Result ID: 69cb7e7b47f34ce924b39a7c. [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: 29.5. Result ID: 69cb7e7b47f34ce924b39a7e. [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: 25.1. Result ID: 69cb7e7b47f34ce924b39a78. [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: 24.5. Result ID: 69cb7e7b47f34ce924b39a7a. [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. Result ID: 69cb7e7b47f34ce924b39a76. [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.