# Referring Expression Comprehension on HC-RefCOCOg (val) Source: [Referring Expression Comprehension on HC-RefCOCOg (val)]() Collection index: [llms.txt]() Data updated: 2026-03-13T08:28:28.754Z Evaluation of Referring Expression Comprehension performance on the validation split of the HC-RefCOCOg dataset, typically measured using IoU thresholds and rank metrics. 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) | HC-RefCOCOg (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. - [Acc@0.75](): Higher is better; unit: PERCENT. - [Acc@0.90](): Higher is better; unit: PERCENT. - [Rank (Acc)](): Lower is better; unit: SCALAR. - [CR](): Higher is better; unit: PERCENT. - [Rank (CR)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Acc@0.50 | Result date | Report paper | | --- | --- | --- | --- | | Qwen3.0-VL-8B | 80.4 | Not recorded | 69b399f90636e5bf4afbc9ee | | InternVL3.5-8B | 78 | Not recorded | 69b399f90636e5bf4afbc9ee | | InternVL2.5-8B | 76.5 | Not recorded | 69b399f90636e5bf4afbc9ee | | InternVL2.0-8B | 75.1 | Not recorded | 69b399f90636e5bf4afbc9ee | | Qwen2.0-VL-7B | 71.5 | Not recorded | 69b399f90636e5bf4afbc9ee | | InternVL3.0-8B | 69.9 | Not recorded | 69b399f90636e5bf4afbc9ee | | Qwen2.5-VL-7B | 68.4 | Not recorded | 69b399f90636e5bf4afbc9ee | | QwenVL-7B-Chat | 39.1 | Not recorded | 69b399f90636e5bf4afbc9ee | | LLaVA-1.5-13B | 21.9 | Not recorded | 69b399f90636e5bf4afbc9ee | | Gemma-3-12B | 8.8 | Not recorded | 69b399f90636e5bf4afbc9ee | | LLaVA-1.6-13B | 7.6 | Not recorded | 69b399f90636e5bf4afbc9ee | ### Qwen3.0-VL-8B Acc@0.50: 80.4. Result ID: 69b3c9d247f34ce9249dcd4f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Version":"3.0-VL","Parameters":"8B"}. This record does not assert independent reproduction. ### InternVL3.5-8B Acc@0.50: 78. Result ID: 69b3c9d247f34ce9249dcd49. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Version":"3.5","Parameters":"8B"}. This record does not assert independent reproduction. ### InternVL2.5-8B Acc@0.50: 76.5. Result ID: 69b3c9d247f34ce9249dcd47. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Version":"2.5","Parameters":"8B"}. This record does not assert independent reproduction. ### InternVL2.0-8B Acc@0.50: 75.1. Result ID: 69b3c9d247f34ce9249dcd46. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Version":"2.0","Parameters":"8B"}. This record does not assert independent reproduction. ### Qwen2.0-VL-7B Acc@0.50: 71.5. Result ID: 69b3c9d247f34ce9249dcd4d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Version":"2.0-VL","Parameters":"7B"}. This record does not assert independent reproduction. ### InternVL3.0-8B Acc@0.50: 69.9. Result ID: 69b3c9d247f34ce9249dcd48. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Version":"3.0","Parameters":"8B"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Acc@0.50: 68.4. Result ID: 69b3c9d247f34ce9249dcd4e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Version":"2.5-VL","Parameters":"7B"}. This record does not assert independent reproduction. ### QwenVL-7B-Chat Acc@0.50: 39.1. Result ID: 69b3c9d247f34ce9249dcd4c. [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: 21.9. Result ID: 69b3c9d247f34ce9249dcd4a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Version":"1.5","Parameters":"13B"}. This record does not assert independent reproduction. ### Gemma-3-12B Acc@0.50: 8.8. Result ID: 69b3c9d247f34ce9249dcd45. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"12B"}. This record does not assert independent reproduction. ### LLaVA-1.6-13B Acc@0.50: 7.6. Result ID: 69b3c9d247f34ce9249dcd4b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Version":"1.6","Parameters":"13B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.