# Visual Question Answering on VQA Clean v2 (test) Source: [Visual Question Answering on VQA Clean v2 (test)]() Collection index: [llms.txt]() Data updated: 2026-03-31T08:00:16.201Z Evaluation of model performance on the test split of the VQA Clean v2 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) | VQA Clean v2 (test) | | Metric | Accuracy (VQA) | | 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 - [Accuracy (VQA)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (VQA) | Result date | Report paper | | --- | --- | --- | --- | | CLIP | 74.5 | Not recorded | 69cb54e10636e5bf4afc9cff | | CLIP | 73.1 | Not recorded | 69cb54e10636e5bf4afc9cff | | FARE | 71.7 | Not recorded | 69cb54e10636e5bf4afc9cff | | FARE | 71.7 | Not recorded | 69cb54e10636e5bf4afc9cff | | FARE | 68.3 | Not recorded | 69cb54e10636e5bf4afc9cff | | FARE | 68.3 | Not recorded | 69cb54e10636e5bf4afc9cff | | TeCoA | 67.7 | Not recorded | 69cb54e10636e5bf4afc9cff | | TeCoA | 66.9 | Not recorded | 69cb54e10636e5bf4afc9cff | | TeCoA | 63.2 | Not recorded | 69cb54e10636e5bf4afc9cff | | TeCoA | 63.2 | Not recorded | 69cb54e10636e5bf4afc9cff | ### CLIP Accuracy (VQA): 74.5. Result ID: 69cb7e7b47f34ce924b39a6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ET3 Defense":"false"}. This record does not assert independent reproduction. ### CLIP Accuracy (VQA): 73.1. Result ID: 69cb7e7b47f34ce924b39a6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ET3 Defense":"true"}. This record does not assert independent reproduction. ### FARE Accuracy (VQA): 71.7. Result ID: 69cb7e7b47f34ce924b39a70. [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 Accuracy (VQA): 71.7. Result ID: 69cb7e7b47f34ce924b39a71. [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 Accuracy (VQA): 68.3. Result ID: 69cb7e7b47f34ce924b39a74. [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 Accuracy (VQA): 68.3. Result ID: 69cb7e7b47f34ce924b39a75. [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 Accuracy (VQA): 67.7. Result ID: 69cb7e7b47f34ce924b39a6f. [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 Accuracy (VQA): 66.9. Result ID: 69cb7e7b47f34ce924b39a6e. [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 Accuracy (VQA): 63.2. Result ID: 69cb7e7b47f34ce924b39a72. [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 Accuracy (VQA): 63.2. Result ID: 69cb7e7b47f34ce924b39a73. [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. Page 1 of 1. This is an index page, not the full collection.