# Visual Question Answering on POPE Random Source: [Visual Question Answering on POPE Random]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:25.825Z Evaluation of model performance on the POPE Random subset for visual question answering capabilities, reporting Accuracy and F1 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) | POPE Random | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | LASER | 89.86 | Not recorded | 69842472a8b01e76cc8ee9ca | | ViCrop | 88.52 | Not recorded | 69842472a8b01e76cc8ee9ca | | LASER | 88.31 | Not recorded | 69842472a8b01e76cc8ee9ca | | VCD | 87.74 | Not recorded | 69842472a8b01e76cc8ee9ca | | VCD | 87.28 | Not recorded | 69842472a8b01e76cc8ee9ca | | ViCrop | 86.81 | Not recorded | 69842472a8b01e76cc8ee9ca | | Sample | 86.29 | Not recorded | 69842472a8b01e76cc8ee9ca | | Sample | 86.15 | Not recorded | 69842472a8b01e76cc8ee9ca | ### LASER Accuracy: 89.86. Result ID: 6997472c5698665ec49841cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5","Decoding":"LASER"}. This record does not assert independent reproduction. ### ViCrop Accuracy: 88.52. Result ID: 6997472c5698665ec49841cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5","Decoding":"ViCrop"}. This record does not assert independent reproduction. ### LASER Accuracy: 88.31. Result ID: 6997472c5698665ec49841d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen-VL","Decoding":"LASER"}. This record does not assert independent reproduction. ### VCD Accuracy: 87.74. Result ID: 6997472c5698665ec49841cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5","Decoding":"VCD"}. This record does not assert independent reproduction. ### VCD Accuracy: 87.28. Result ID: 6997472c5698665ec49841cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen-VL","Decoding":"VCD"}. This record does not assert independent reproduction. ### ViCrop Accuracy: 86.81. Result ID: 6997472c5698665ec49841d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen-VL","Decoding":"ViCrop"}. This record does not assert independent reproduction. ### Sample Accuracy: 86.29. Result ID: 6997472c5698665ec49841ca. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5","Decoding":"Sample"}. This record does not assert independent reproduction. ### Sample Accuracy: 86.15. Result ID: 6997472c5698665ec49841ce. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen-VL","Decoding":"Sample"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.