# Visual Question Answering on RSVQA-LRBEN Source: [Visual Question Answering on RSVQA-LRBEN]() Collection index: [llms.txt]() Data updated: 2026-02-27T11:28:59.355Z Evaluation of model performance on the RSVQA-LRBEN dataset for Visual Question Answering, reporting scores across specific categories such as Presence, Comparison, and Rural/Urban. 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) | RSVQA-LRBEN | | Metric | Presence | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [Presence](): Higher is better; unit: PERCENT. - [Comparison](): Higher is better; unit: PERCENT. - [Rural/Urban Score](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. - [Friedman Ranking Score](): Higher is better; unit: SCALAR. - [Rank](): Lower is better; unit: SCALAR. ## Recorded results | Method | Presence | Result date | Report paper | | --- | --- | --- | --- | | GeoChat | 91.09 | Not recorded | 6955ff5753fdd5c36173dd04 | | MF-RSVLM | 90.21 | Not recorded | 6955ff5753fdd5c36173dd04 | | SkyEyeGPT | 88.63 | Not recorded | 6955ff5753fdd5c36173dd04 | | RSVQA | 87.47 | Not recorded | 6955ff5753fdd5c36173dd04 | | InternVL2 | 58.54 | Not recorded | 6955ff5753fdd5c36173dd04 | | LLaVA-1.5 | 55.46 | Not recorded | 6955ff5753fdd5c36173dd04 | | MiniGPT-v2 | 55.16 | Not recorded | 6955ff5753fdd5c36173dd04 | | Qwen-VL | 38.57 | Not recorded | 6955ff5753fdd5c36173dd04 | | Qwen-VL-Chat | 38.57 | Not recorded | 6955ff5753fdd5c36173dd04 | ### GeoChat Presence: 91.09. Result ID: 69a17fee35dfcabb00e77313. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MF-RSVLM Presence: 90.21. Result ID: 69a17fee35dfcabb00e77318. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SkyEyeGPT Presence: 88.63. Result ID: 69a17fee35dfcabb00e77317. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RSVQA Presence: 87.47. Result ID: 69a17fee35dfcabb00e77316. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InternVL2 Presence: 58.54. Result ID: 69a17fee35dfcabb00e77312. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LLaVA-1.5 Presence: 55.46. Result ID: 69a17fee35dfcabb00e77314. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MiniGPT-v2 Presence: 55.16. Result ID: 69a17fee35dfcabb00e77310. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen-VL Presence: 38.57. Result ID: 69a17fee35dfcabb00e77311. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen-VL-Chat Presence: 38.57. Result ID: 69a17fee35dfcabb00e77315. [Reporting paper]() [Method origin paper]() [Implementation]() 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.