# Human-Centric Referring Expression Comprehension (HC-REC) on HC-RefLoCo (val) Source: [Human-Centric Referring Expression Comprehension (HC-REC) on HC-RefLoCo (val)]() Collection index: [llms.txt]() Data updated: 2026-03-13T08:25:06.103Z Evaluation of Human-Centric Referring Expression Comprehension performance on the validation split of the HC-RefLoCo 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 | Human-Centric Referring Expression Comprehension (HC-REC) | | Dataset (including any stated split) | HC-RefLoCo (val) | | Metric | Acc@0.50 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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@0.50](): Higher is better; unit: PERCENT. - [mAcc](): Higher is better; unit: PERCENT. - [mAcc Rank](): Lower is better; unit: SCALAR. - [CR](): Higher is better; unit: PERCENT. - [CR Rank](): Lower is better; unit: SCALAR. ## Recorded results | Method | Acc@0.50 | Result date | Report paper | | --- | --- | --- | --- | | Qwen3.0-VL-8B | 94.12 | Not recorded | 69b399f90636e5bf4afbc9ee | | InternVL3.5-8B | 88.32 | Not recorded | 69b399f90636e5bf4afbc9ee | | Qwen2.0-VL-7B | 83.96 | Not recorded | 69b399f90636e5bf4afbc9ee | | InternVL2.0-8B | 75.92 | Not recorded | 69b399f90636e5bf4afbc9ee | | Qwen2.5-VL-7B | 75.02 | Not recorded | 69b399f90636e5bf4afbc9ee | | InternVL3.0-8B | 68.17 | Not recorded | 69b399f90636e5bf4afbc9ee | | InternVL2.5-8B | 50.39 | Not recorded | 69b399f90636e5bf4afbc9ee | | QwenVL-7B-Chat | 32.84 | Not recorded | 69b399f90636e5bf4afbc9ee | | LLaVA-1.5-13B | 19.06 | Not recorded | 69b399f90636e5bf4afbc9ee | | Gemma-3-12B | 9.21 | Not recorded | 69b399f90636e5bf4afbc9ee | | LLaVA-1.6-13B | 6.26 | Not recorded | 69b399f90636e5bf4afbc9ee | ### Qwen3.0-VL-8B Acc@0.50: 94.12. Result ID: 69b3c9d247f34ce9249dcd39. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction. ### InternVL3.5-8B Acc@0.50: 88.32. Result ID: 69b3c9d247f34ce9249dcd33. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction. ### Qwen2.0-VL-7B Acc@0.50: 83.96. Result ID: 69b3c9d247f34ce9249dcd37. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"7B"}. This record does not assert independent reproduction. ### InternVL2.0-8B Acc@0.50: 75.92. Result ID: 69b3c9d247f34ce9249dcd30. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Acc@0.50: 75.02. Result ID: 69b3c9d247f34ce9249dcd38. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"7B"}. This record does not assert independent reproduction. ### InternVL3.0-8B Acc@0.50: 68.17. Result ID: 69b3c9d247f34ce9249dcd32. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction. ### InternVL2.5-8B Acc@0.50: 50.39. Result ID: 69b3c9d247f34ce9249dcd31. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction. ### QwenVL-7B-Chat Acc@0.50: 32.84. Result ID: 69b3c9d247f34ce9249dcd36. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"7B"}. This record does not assert independent reproduction. ### LLaVA-1.5-13B Acc@0.50: 19.06. Result ID: 69b3c9d247f34ce9249dcd34. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"13B"}. This record does not assert independent reproduction. ### Gemma-3-12B Acc@0.50: 9.21. Result ID: 69b3c9d247f34ce9249dcd2f. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"12B"}. This record does not assert independent reproduction. ### LLaVA-1.6-13B Acc@0.50: 6.26. Result ID: 69b3c9d247f34ce9249dcd35. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"13B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.