# Referring Expression Comprehension on RefCOCO (F1 Average) Source: [Referring Expression Comprehension on RefCOCO (F1 Average)]() Collection index: [llms.txt]() Data updated: 2026-05-26T11:59:27.681Z Evaluation of Referring Expression Comprehension performance on the RefCOCO dataset, specifically reporting the F1 Average 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 | Referring Expression Comprehension | | Dataset (including any stated split) | RefCOCO | | Metric | F1 (RefCOCO) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 (RefCOCO)](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 (RefCOCO) | Result date | Report paper | | --- | --- | --- | --- | | Qwen3-VL | 94.1 | Not recorded | 6a15294bdbd7150506f7e1d6 | | Qwen2.5-VL | 93.5 | Not recorded | 6a15294bdbd7150506f7e1d6 | | Qwen3-VL | 92.4 | Not recorded | 6a15294bdbd7150506f7e1d6 | | Qwen2.5-VL | 91.2 | Not recorded | 6a15294bdbd7150506f7e1d6 | | Qwen3-VL | 90.8 | Not recorded | 6a15294bdbd7150506f7e1d6 | | GLM-4.6V | 90.1 | Not recorded | 6a15294bdbd7150506f7e1d6 | | Qwen2-VL | 88.4 | Not recorded | 6a15294bdbd7150506f7e1d6 | | MiniCPM-V | 87.2 | Not recorded | 6a15294bdbd7150506f7e1d6 | | LLaVA-OV-1.5 | 86.9 | Not recorded | 6a15294bdbd7150506f7e1d6 | | InternVL3.5 | 85.6 | Not recorded | 6a15294bdbd7150506f7e1d6 | | Grounding-Dino | 85.1 | Not recorded | 6a15294bdbd7150506f7e1d6 | | Keye-VL-1.5 | 84.5 | Not recorded | 6a15294bdbd7150506f7e1d6 | | MiMo-VL-RL | 83 | Not recorded | 6a15294bdbd7150506f7e1d6 | | Mistral-3 | 32.1 | Not recorded | 6a15294bdbd7150506f7e1d6 | ### Qwen3-VL F1 (RefCOCO): 94.1. Result ID: 6a158b18fbc373592c0e1f54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"8B"}. This record does not assert independent reproduction. ### Qwen2.5-VL F1 (RefCOCO): 93.5. Result ID: 6a158b18fbc373592c0e1f4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"32B"}. This record does not assert independent reproduction. ### Qwen3-VL F1 (RefCOCO): 92.4. Result ID: 6a158b18fbc373592c0e1f53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"4B"}. This record does not assert independent reproduction. ### Qwen2.5-VL F1 (RefCOCO): 91.2. Result ID: 6a158b18fbc373592c0e1f49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction. ### Qwen3-VL F1 (RefCOCO): 90.8. Result ID: 6a158b18fbc373592c0e1f52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"2B"}. This record does not assert independent reproduction. ### GLM-4.6V F1 (RefCOCO): 90.1. Result ID: 6a158b18fbc373592c0e1f4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"9B"}. This record does not assert independent reproduction. ### Qwen2-VL F1 (RefCOCO): 88.4. Result ID: 6a158b18fbc373592c0e1f48. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction. ### MiniCPM-V F1 (RefCOCO): 87.2. Result ID: 6a158b18fbc373592c0e1f4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"8B"}. This record does not assert independent reproduction. ### LLaVA-OV-1.5 F1 (RefCOCO): 86.9. Result ID: 6a158b18fbc373592c0e1f4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"8B"}. This record does not assert independent reproduction. ### InternVL3.5 F1 (RefCOCO): 85.6. Result ID: 6a158b18fbc373592c0e1f4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"8B"}. This record does not assert independent reproduction. ### Grounding-Dino F1 (RefCOCO): 85.1. Result ID: 6a158b18fbc373592c0e1f47. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"—"}. This record does not assert independent reproduction. ### Keye-VL-1.5 F1 (RefCOCO): 84.5. Result ID: 6a158b18fbc373592c0e1f4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"8B"}. This record does not assert independent reproduction. ### MiMo-VL-RL F1 (RefCOCO): 83. Result ID: 6a158b18fbc373592c0e1f51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction. ### Mistral-3 F1 (RefCOCO): 32.1. Result ID: 6a158b18fbc373592c0e1f50. [Reporting paper]() Recorded evaluation configuration: {"Size":"8B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.