# Visual Question Answering on VQA Reliable Challenge v2 (test-standard) Source: [Visual Question Answering on VQA Reliable Challenge v2 (test-standard)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:52.021Z Evaluation of Visual Question Answering performance using the VQA Reliable Challenge v2 test-standard split, focusing on specialized metrics like Phi100 and Coverage scores. 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 Reliable Challenge v2 (test-standard) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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](): Higher is better; unit: PERCENT. - [Phi100](): Higher is better; unit: SCALAR. - [AUC (100)](): Higher is better; unit: PERCENT. - [Coverage @ 0.5%](): Higher is better; unit: PERCENT. - [Coverage @ 1%](): Higher is better; unit: PERCENT. - [Coverage @ 2%](): Higher is better; unit: PERCENT. - [Coverage @ 5%](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DAVR | 84.11 | Not recorded | 69438a89423ea42265729455 | | jokur | 84.05 | Not recorded | 69438a89423ea42265729455 | | TIMM | 83.91 | Not recorded | 69438a89423ea42265729455 | | Freedom | 82.99 | Not recorded | 69438a89423ea42265729455 | | Baseline | 81.35 | Not recorded | 69438a89423ea42265729455 | ### DAVR Accuracy: 84.11. Result ID: 69983f865698665ec49bda1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### jokur Accuracy: 84.05. Result ID: 69983f865698665ec49bda1a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TIMM Accuracy: 83.91. Result ID: 69983f865698665ec49bda1b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Freedom Accuracy: 82.99. Result ID: 69983f865698665ec49bda1c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Baseline Accuracy: 81.35. Result ID: 69983f865698665ec49bda1d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.