# Visual Question Answering on POPE Popular Source: [Visual Question Answering on POPE Popular]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:25.842Z Evaluation of model performance on the POPE Popular subset for visual question answering capabilities, reporting metrics like Accuracy and F1. 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 Popular | | 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 | 88.26 | Not recorded | 69842472a8b01e76cc8ee9ca | | ViCrop | 87.73 | Not recorded | 69842472a8b01e76cc8ee9ca | | VCD | 86.75 | Not recorded | 69842472a8b01e76cc8ee9ca | | LASER | 86.2 | Not recorded | 69842472a8b01e76cc8ee9ca | | Sample | 85.83 | Not recorded | 69842472a8b01e76cc8ee9ca | | VCD | 85.83 | Not recorded | 69842472a8b01e76cc8ee9ca | | ViCrop | 85.29 | Not recorded | 69842472a8b01e76cc8ee9ca | | Sample | 84.53 | Not recorded | 69842472a8b01e76cc8ee9ca | ### LASER Accuracy: 88.26. Result ID: 6997472c5698665ec49841d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5","Decoding":"LASER"}. This record does not assert independent reproduction. ### ViCrop Accuracy: 87.73. Result ID: 6997472c5698665ec49841d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5","Decoding":"ViCrop"}. This record does not assert independent reproduction. ### VCD Accuracy: 86.75. Result ID: 6997472c5698665ec49841d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5","Decoding":"VCD"}. This record does not assert independent reproduction. ### LASER Accuracy: 86.2. Result ID: 6997472c5698665ec49841d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen-VL","Decoding":"LASER"}. This record does not assert independent reproduction. ### Sample Accuracy: 85.83. Result ID: 6997472c5698665ec49841d2. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5","Decoding":"Sample"}. This record does not assert independent reproduction. ### VCD Accuracy: 85.83. Result ID: 6997472c5698665ec49841d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen-VL","Decoding":"VCD"}. This record does not assert independent reproduction. ### ViCrop Accuracy: 85.29. Result ID: 6997472c5698665ec49841d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen-VL","Decoding":"ViCrop"}. This record does not assert independent reproduction. ### Sample Accuracy: 84.53. Result ID: 6997472c5698665ec49841d6. [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.