# Medical Visual Question Answering on VQA-RAD 10 Source: [Medical Visual Question Answering on VQA-RAD 10]() Collection index: [llms.txt]() Data updated: 2026-06-19T08:49:06.515Z Evaluation of model performance on the VQA-RAD 10 dataset for medical visual question answering, reporting F1, Open Accuracy, and Closed Accuracy metrics. 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 | Medical Visual Question Answering | | Dataset (including any stated split) | VQA-RAD 10 | | Metric | Closed Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [Closed Accuracy](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [Open Accuracy (LLM)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Closed Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Med-Gemini | 78.8 | Not recorded | 6a34cd57206542251d7c61fa | | MedG. (4B) | 69.1 | Not recorded | 6a34cd57206542251d7c61fa | | RadGrounder | 68.1 | Not recorded | 6a34cd57206542251d7c61fa | | RadGrounder | 65.9 | Not recorded | 6a34cd57206542251d7c61fa | | RadGrounder | 64.7 | Not recorded | 6a34cd57206542251d7c61fa | | RadGrounder | 64.5 | Not recorded | 6a34cd57206542251d7c61fa | | RadGrounder | 63.2 | Not recorded | 6a34cd57206542251d7c61fa | | RadGrounder | 62.7 | Not recorded | 6a34cd57206542251d7c61fa | | PaliG. 2 (3B) | 55.6 | Not recorded | 6a34cd57206542251d7c61fa | | RadGrounder | 52.9 | Not recorded | 6a34cd57206542251d7c61fa | | RadGrounder | 52.9 | Not recorded | 6a34cd57206542251d7c61fa | | Gemma 3 (4B) | 33.6 | Not recorded | 6a34cd57206542251d7c61fa | ### Med-Gemini Closed Accuracy: 78.8. Result ID: 6a350275fbc373592c32841b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MedG. (4B) Closed Accuracy: 69.1. Result ID: 6a350275fbc373592c32841a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"4B"}. This record does not assert independent reproduction. ### RadGrounder Closed Accuracy: 68.1. Result ID: 6a350275fbc373592c328421. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Data":"Report, VQA, Detect."}. This record does not assert independent reproduction. ### RadGrounder Closed Accuracy: 65.9. Result ID: 6a350275fbc373592c32841f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Data":"Report, VQA, Slake, VQA-RAD, Detect."}. This record does not assert independent reproduction. ### RadGrounder Closed Accuracy: 64.7. Result ID: 6a350275fbc373592c32841c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Data":"Report, VQA, Slake, VQA-RAD, Detect.","Vision Encoder":"Frozen SigLIP (adapted)"}. This record does not assert independent reproduction. ### RadGrounder Closed Accuracy: 64.5. Result ID: 6a350275fbc373592c32841e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Data":"Report, VQA, Slake, VQA-RAD, Detect.","Vision Encoder":"Unfreeze orig. SL."}. This record does not assert independent reproduction. ### RadGrounder Closed Accuracy: 63.2. Result ID: 6a350275fbc373592c328422. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Data":"Report, VQA, Slake, VQA-RAD"}. This record does not assert independent reproduction. ### RadGrounder Closed Accuracy: 62.7. Result ID: 6a350275fbc373592c32841d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Data":"Report, VQA, Slake, VQA-RAD, Detect.","Vision Encoder":"Unfreeze finet. SL."}. This record does not assert independent reproduction. ### PaliG. 2 (3B) Closed Accuracy: 55.6. Result ID: 6a350275fbc373592c328418. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"3B"}. This record does not assert independent reproduction. ### RadGrounder Closed Accuracy: 52.9. Result ID: 6a350275fbc373592c328420. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Data":"Report, VQA"}. This record does not assert independent reproduction. ### RadGrounder Closed Accuracy: 52.9. Result ID: 6a350275fbc373592c328423. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Data":"Report, VQA, Segment"}. This record does not assert independent reproduction. ### Gemma 3 (4B) Closed Accuracy: 33.6. Result ID: 6a350275fbc373592c328419. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"4B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.