# Referring Expression Grounding on RefCOCO UMD (val) Source: [Referring Expression Grounding on RefCOCO UMD (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:26:55.121Z Evaluation of Referring Expression Grounding performance on the validation split of the RefCOCO UMD dataset. 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 Grounding | | Dataset (including any stated split) | RefCOCO UMD (val) | | Metric | Acc@0.5 | | 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 - [Acc@0.5](): Higher is better; unit: PERCENT. ## Recorded results | Method | Acc@0.5 | Result date | Report paper | | --- | --- | --- | --- | | G-DINO | 90.6 | Not recorded | 68fa78f11e209131cea7b594 | | Argus-X3-8B | 89.8 | Not recorded | 68fa78f11e209131cea7b594 | | QwenVL-7B | 89.4 | Not recorded | 68fa78f11e209131cea7b594 | | MiniGPT-7B | 88.7 | Not recorded | 68fa78f11e209131cea7b594 | | Ferret-7B | 87.5 | Not recorded | 68fa78f11e209131cea7b594 | | InternVL2-8B | 87.1 | Not recorded | 68fa78f11e209131cea7b594 | | Shikra-7B | 87 | Not recorded | 68fa78f11e209131cea7b594 | | MDETR | 86.8 | Not recorded | 68fa78f11e209131cea7b594 | | UniTAB | 86.3 | Not recorded | 68fa78f11e209131cea7b594 | | VILLA | 82.4 | Not recorded | 68fa78f11e209131cea7b594 | | UNITER | 81.4 | Not recorded | 68fa78f11e209131cea7b594 | | TransVG | 81 | Not recorded | 68fa78f11e209131cea7b594 | | OFA-L | 80 | Not recorded | 68fa78f11e209131cea7b594 | | MAttNet | 76.4 | Not recorded | 68fa78f11e209131cea7b594 | ### G-DINO Acc@0.5: 90.6. Result ID: 6995b0fa3badfaffe6b08257. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Specialist"}. This record does not assert independent reproduction. ### Argus-X3-8B Acc@0.5: 89.8. Result ID: 6995b0fa3badfaffe6b0825e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Generalist MLLM","Scale":"8B"}. This record does not assert independent reproduction. ### QwenVL-7B Acc@0.5: 89.4. Result ID: 6995b0fa3badfaffe6b0825d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Generalist MLLM","Scale":"7B"}. This record does not assert independent reproduction. ### MiniGPT-7B Acc@0.5: 88.7. Result ID: 6995b0fa3badfaffe6b0825b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Generalist MLLM","Scale":"7B"}. This record does not assert independent reproduction. ### Ferret-7B Acc@0.5: 87.5. Result ID: 6995b0fa3badfaffe6b0825a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Generalist MLLM","Scale":"7B"}. This record does not assert independent reproduction. ### InternVL2-8B Acc@0.5: 87.1. Result ID: 6995b0fa3badfaffe6b0825c. [Reporting paper]() Recorded evaluation configuration: {"Type":"Generalist MLLM","Scale":"8B"}. This record does not assert independent reproduction. ### Shikra-7B Acc@0.5: 87. Result ID: 6995b0fa3badfaffe6b08259. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Generalist MLLM","Scale":"7B"}. This record does not assert independent reproduction. ### MDETR Acc@0.5: 86.8. Result ID: 6995b0fa3badfaffe6b08256. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Specialist"}. This record does not assert independent reproduction. ### UniTAB Acc@0.5: 86.3. Result ID: 6995b0fa3badfaffe6b08255. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Specialist"}. This record does not assert independent reproduction. ### VILLA Acc@0.5: 82.4. Result ID: 6995b0fa3badfaffe6b08254. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Specialist"}. This record does not assert independent reproduction. ### UNITER Acc@0.5: 81.4. Result ID: 6995b0fa3badfaffe6b08253. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Specialist"}. This record does not assert independent reproduction. ### TransVG Acc@0.5: 81. Result ID: 6995b0fa3badfaffe6b08252. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Specialist"}. This record does not assert independent reproduction. ### OFA-L Acc@0.5: 80. Result ID: 6995b0fa3badfaffe6b08258. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Generalist MLLM"}. This record does not assert independent reproduction. ### MAttNet Acc@0.5: 76.4. Result ID: 6995b0fa3badfaffe6b08251. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Specialist"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.