# Visual Question Answering on RSWK mini Source: [Visual Question Answering on RSWK mini]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:37:15.318Z Evaluation of model performance on the RSWK mini dataset for Visual Question Answering, reporting standard generation metrics like BLEU, METEOR, ROUGE, and CIDEr. 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) | RSWK mini | | Metric | BLEU-1 | | Unit | SCALAR | | 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 - [BLEU-1](): Higher is better; unit: SCALAR. - [BLEU-2](): Higher is better; unit: SCALAR. - [BLEU-3](): Higher is better; unit: SCALAR. - [BLEU-4](): Higher is better; unit: SCALAR. - [METEOR](): Higher is better; unit: SCALAR. - [ROUGE-L](): Higher is better; unit: SCALAR. - [CIDEr](): Higher is better; unit: SCALAR. ## Recorded results | Method | BLEU-1 | Result date | Report paper | | --- | --- | --- | --- | | RS-RAG | 0.254 | Not recorded | 68fa77e71e209131cea75e9c | | RSGPT | 0.209 | Not recorded | 68fa77e71e209131cea75e9c | | Geochat | 0.207 | Not recorded | 68fa77e71e209131cea75e9c | | Qwen2.5-VL | 0.102 | Not recorded | 68fa77e71e209131cea75e9c | | Llama3.2-Vision | 0.102 | Not recorded | 68fa77e71e209131cea75e9c | | InternVL2.5 | 0.095 | Not recorded | 68fa77e71e209131cea75e9c | | Janus-Pro | 0.094 | Not recorded | 68fa77e71e209131cea75e9c | ### RS-RAG BLEU-1: 0.254. Result ID: 699a3d235698665ec4c3b477. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RSGPT BLEU-1: 0.209. Result ID: 699a3d235698665ec4c3b475. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Geochat BLEU-1: 0.207. Result ID: 699a3d235698665ec4c3b476. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2.5-VL BLEU-1: 0.102. Result ID: 699a3d235698665ec4c3b473. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Llama3.2-Vision BLEU-1: 0.102. Result ID: 699a3d235698665ec4c3b474. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InternVL2.5 BLEU-1: 0.095. Result ID: 699a3d235698665ec4c3b471. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Janus-Pro BLEU-1: 0.094. Result ID: 699a3d235698665ec4c3b472. [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.