# Object Presence Hallucination Evaluation on POPE MS-COCO 2014 (Random) Source: [Object Presence Hallucination Evaluation on POPE MS-COCO 2014 (Random)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:34.892Z Evaluation of model object presence hallucination using the POPE methodology on the Random subset of the MS-COCO 2014 dataset, reporting Accuracy, Precision, Recall, and F1 score. 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 | Object presence hallucination evaluation | | Dataset (including any stated split) | POPE MS-COCO 2014 (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. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | AVISC | 88.73 | Not recorded | 68fa79051e209131cea7bbb3 | | AVISC | 87.93 | Not recorded | 68fa79051e209131cea7bbb3 | | M3ID | 86 | Not recorded | 68fa79051e209131cea7bbb3 | | VCD | 84.8 | Not recorded | 68fa79051e209131cea7bbb3 | | base | 84.47 | Not recorded | 68fa79051e209131cea7bbb3 | | M3ID | 84.37 | Not recorded | 68fa79051e209131cea7bbb3 | | VCD | 83.37 | Not recorded | 68fa79051e209131cea7bbb3 | | base | 82.27 | Not recorded | 68fa79051e209131cea7bbb3 | ### AVISC Accuracy: 88.73. Result ID: 6995b8523badfaffe6b94aaf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"InstructBLIP"}. This record does not assert independent reproduction. ### AVISC Accuracy: 87.93. Result ID: 6995b8523badfaffe6b94ab3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaVA-1.5"}. This record does not assert independent reproduction. ### M3ID Accuracy: 86. Result ID: 6995b8523badfaffe6b94ab2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5"}. This record does not assert independent reproduction. ### VCD Accuracy: 84.8. Result ID: 6995b8523badfaffe6b94ab1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5"}. This record does not assert independent reproduction. ### base Accuracy: 84.47. Result ID: 6995b8523badfaffe6b94ab0. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5"}. This record does not assert independent reproduction. ### M3ID Accuracy: 84.37. Result ID: 6995b8523badfaffe6b94aae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InstructBLIP"}. This record does not assert independent reproduction. ### VCD Accuracy: 83.37. Result ID: 6995b8523badfaffe6b94aad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InstructBLIP"}. This record does not assert independent reproduction. ### base Accuracy: 82.27. Result ID: 6995b8523badfaffe6b94aac. [Reporting paper]() Recorded evaluation configuration: {"Model":"InstructBLIP"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.