# Visual Question Answering on CLEVR R Source: [Visual Question Answering on CLEVR R]() Collection index: [llms.txt]() Data updated: 2026-03-23T10:48:00.486Z Evaluation of model performance on the CLEVR R dataset for Visual Question Answering, typically measured by overall 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) | CLEVR R | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | D.P. | 45.6 | Not recorded | 69c0c8db0636e5bf4afc397f | | Oracle | 45 | Not recorded | 69c0c8db0636e5bf4afc397f | | ICONS | 42.2 | Not recorded | 69c0c8db0636e5bf4afc397f | | Uniform | 41.5 | Not recorded | 69c0c8db0636e5bf4afc397f | | D.P. | 37.6 | Not recorded | 69c0c8db0636e5bf4afc397f | | ICONS | 35.2 | Not recorded | 69c0c8db0636e5bf4afc397f | | Uniform | 33.8 | Not recorded | 69c0c8db0636e5bf4afc397f | ### D.P. Accuracy: 45.6. Result ID: 69c11a5e47f34ce924a95499. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Source Type":"Real Data Reweighting","Sampling Strategy Category":"Ours","Compute Budget":"280K datapoints"}. This record does not assert independent reproduction. ### Oracle Accuracy: 45. Result ID: 69c11a5e47f34ce924a95498. [Reporting paper]() Recorded evaluation configuration: {"Data Source Type":"Real Data Reweighting","Sampling Strategy Category":"Gold","Compute Budget":"280K datapoints"}. This record does not assert independent reproduction. ### ICONS Accuracy: 42.2. Result ID: 69c11a5e47f34ce924a95497. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Source Type":"Real Data Reweighting","Sampling Strategy Category":"Baseline","Compute Budget":"280K datapoints"}. This record does not assert independent reproduction. ### Uniform Accuracy: 41.5. Result ID: 69c11a5e47f34ce924a95496. [Reporting paper]() Recorded evaluation configuration: {"Data Source Type":"Real Data Reweighting","Sampling Strategy Category":"Baseline","Compute Budget":"280K datapoints"}. This record does not assert independent reproduction. ### D.P. Accuracy: 37.6. Result ID: 69c11a5e47f34ce924a9549c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Source Type":"Synthetic Data Selection","Sampling Strategy Category":"Ours","Compute Budget":"280K datapoints"}. This record does not assert independent reproduction. ### ICONS Accuracy: 35.2. Result ID: 69c11a5e47f34ce924a9549b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Source Type":"Synthetic Data Selection","Sampling Strategy Category":"Baseline","Compute Budget":"280K datapoints"}. This record does not assert independent reproduction. ### Uniform Accuracy: 33.8. Result ID: 69c11a5e47f34ce924a9549a. [Reporting paper]() Recorded evaluation configuration: {"Data Source Type":"Synthetic Data Selection","Sampling Strategy Category":"Baseline","Compute Budget":"280K datapoints"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.