# Object Hallucination Evaluation on POPE (F1 Score) Source: [Object Hallucination Evaluation on POPE (F1 Score)]() Collection index: [llms.txt]() Data updated: 2026-06-24T07:54:44.086Z Evaluation of model object hallucination capabilities on the POPE dataset, reporting performance using the F1 Score metric. 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 Hallucination Evaluation | | Dataset (including any stated split) | POPE | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | Vanilla | 85.9 | Not recorded | 6a3b6485206542251d7c9676 | | PDrop | 85 | Not recorded | 6a3b6485206542251d7c9676 | | CLSE | 85 | Not recorded | 6a3b6485206542251d7c9676 | | CLSE | 82.9 | Not recorded | 6a3b6485206542251d7c9676 | | FastV | 82.3 | Not recorded | 6a3b6485206542251d7c9676 | | PDrop | 82.3 | Not recorded | 6a3b6485206542251d7c9676 | | SparseVLM | 82.2 | Not recorded | 6a3b6485206542251d7c9676 | | FiCoCo-V | 81.4 | Not recorded | 6a3b6485206542251d7c9676 | | SparseVLM | 81.1 | Not recorded | 6a3b6485206542251d7c9676 | | FastV | 79.3 | Not recorded | 6a3b6485206542251d7c9676 | | FiCoCo-V | 77.3 | Not recorded | 6a3b6485206542251d7c9676 | | CLSE | 75.9 | Not recorded | 6a3b6485206542251d7c9676 | | FiCoCo-V | 70.9 | Not recorded | 6a3b6485206542251d7c9676 | | FastV | 69.3 | Not recorded | 6a3b6485206542251d7c9676 | | SparseVLM | 65 | Not recorded | 6a3b6485206542251d7c9676 | | PDrop | 62.6 | Not recorded | 6a3b6485206542251d7c9676 | ### Vanilla F1 Score: 85.9. Result ID: 6a3b8d3ffbc373592c440492. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"LLaVA-1.5-13B","Retain Tokens":"576","Retention Ratio":"100%"}. This record does not assert independent reproduction. ### PDrop F1 Score: 85. Result ID: 6a3b8d3ffbc373592c440495. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"LLaVA-1.5-13B","Retain Tokens":"192","Retention Ratio":"↓ 66.7%"}. This record does not assert independent reproduction. ### CLSE F1 Score: 85. Result ID: 6a3b8d3ffbc373592c440497. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"LLaVA-1.5-13B","Retain Tokens":"192","Retention Ratio":"↓ 66.7%"}. This record does not assert independent reproduction. ### CLSE F1 Score: 82.9. Result ID: 6a3b8d3ffbc373592c44049c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"LLaVA-1.5-13B","Retain Tokens":"128","Retention Ratio":"↓ 77.8%"}. This record does not assert independent reproduction. ### FastV F1 Score: 82.3. Result ID: 6a3b8d3ffbc373592c440493. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"LLaVA-1.5-13B","Retain Tokens":"192","Retention Ratio":"↓ 66.7%"}. This record does not assert independent reproduction. ### PDrop F1 Score: 82.3. Result ID: 6a3b8d3ffbc373592c44049a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"LLaVA-1.5-13B","Retain Tokens":"128","Retention Ratio":"↓ 77.8%"}. This record does not assert independent reproduction. ### SparseVLM F1 Score: 82.2. Result ID: 6a3b8d3ffbc373592c440494. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"LLaVA-1.5-13B","Retain Tokens":"192","Retention Ratio":"↓ 66.7%"}. This record does not assert independent reproduction. ### FiCoCo-V F1 Score: 81.4. Result ID: 6a3b8d3ffbc373592c440496. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"LLaVA-1.5-13B","Retain Tokens":"192","Retention Ratio":"↓ 66.7%"}. This record does not assert independent reproduction. ### SparseVLM F1 Score: 81.1. Result ID: 6a3b8d3ffbc373592c440499. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"LLaVA-1.5-13B","Retain Tokens":"128","Retention Ratio":"↓ 77.8%"}. This record does not assert independent reproduction. ### FastV F1 Score: 79.3. Result ID: 6a3b8d3ffbc373592c440498. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"LLaVA-1.5-13B","Retain Tokens":"128","Retention Ratio":"↓ 77.8%"}. This record does not assert independent reproduction. ### FiCoCo-V F1 Score: 77.3. Result ID: 6a3b8d3ffbc373592c44049b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"LLaVA-1.5-13B","Retain Tokens":"128","Retention Ratio":"↓ 77.8%"}. This record does not assert independent reproduction. ### CLSE F1 Score: 75.9. Result ID: 6a3b8d3ffbc373592c4404a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"LLaVA-1.5-13B","Retain Tokens":"64","Retention Ratio":"↓ 88.9%"}. This record does not assert independent reproduction. ### FiCoCo-V F1 Score: 70.9. Result ID: 6a3b8d3ffbc373592c4404a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"LLaVA-1.5-13B","Retain Tokens":"64","Retention Ratio":"↓ 88.9%"}. This record does not assert independent reproduction. ### FastV F1 Score: 69.3. Result ID: 6a3b8d3ffbc373592c44049d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"LLaVA-1.5-13B","Retain Tokens":"64","Retention Ratio":"↓ 88.9%"}. This record does not assert independent reproduction. ### SparseVLM F1 Score: 65. Result ID: 6a3b8d3ffbc373592c44049e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"LLaVA-1.5-13B","Retain Tokens":"64","Retention Ratio":"↓ 88.9%"}. This record does not assert independent reproduction. ### PDrop F1 Score: 62.6. Result ID: 6a3b8d3ffbc373592c44049f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"LLaVA-1.5-13B","Retain Tokens":"64","Retention Ratio":"↓ 88.9%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.