# Grounding and Detection on LVIS small v1.0 (val) Source: [Grounding and Detection on LVIS small v1.0 (val)]() Collection index: [llms.txt]() Data updated: 2026-06-09T11:04:28.579Z Evaluation of Grounding and Detection performance on the validation split of the LVIS small v1.0 dataset, reporting APs and ARs. 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 | Grounding and Detection | | Dataset (including any stated split) | LVIS small v1.0 (val) | | Metric | AP | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 - [AP](): Higher is better; unit: SCALAR. - [AR](): Higher is better; unit: SCALAR. ## Recorded results | Method | AP | Result date | Report paper | | --- | --- | --- | --- | | ACTIVE-o3 | 2.2 | Not recorded | 68fa78d11e209131cea7a934 | | Qwen2.5-VL | 1.2 | Not recorded | 68fa78d11e209131cea7a934 | | Qwen2.5-VL-CoT | 1.2 | Not recorded | 68fa78d11e209131cea7a934 | | ACTIVE-o3+GDINO | 1.2 | Not recorded | 68fa78d11e209131cea7a934 | | V\* + GDINO | 0.6 | Not recorded | 68fa78d11e209131cea7a934 | | GDINO | 0.5 | Not recorded | 68fa78d11e209131cea7a934 | ### ACTIVE-o3 AP: 2.2. Result ID: 6a27f1fbfbc373592c259a38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2.5-VL AP: 1.2. Result ID: 6a27f1fbfbc373592c259a34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2.5-VL-CoT AP: 1.2. Result ID: 6a27f1fbfbc373592c259a36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ACTIVE-o3+GDINO AP: 1.2. Result ID: 6a27f1fbfbc373592c259a39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### V\* + GDINO AP: 0.6. Result ID: 6a27f1fbfbc373592c259a37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GDINO AP: 0.5. Result ID: 6a27f1fbfbc373592c259a35. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.