# Small Object Detection on SODA-A Source: [Small Object Detection on SODA-A]() Collection index: [llms.txt]() Data updated: 2026-06-09T11:04:28.462Z Evaluation of Small Object Detection performance on the SODA-A 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 | Small Object Detection | | Dataset (including any stated split) | SODA-A | | Metric | AP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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: PERCENT. - [AR](): Higher is better; unit: PERCENT. ## Recorded results | Method | AP | Result date | Report paper | | --- | --- | --- | --- | | ACTIVE-o3 | 9.2 | Not recorded | 68fa78d11e209131cea7a934 | | Qwen2.5-VL-CoT | 3.2 | Not recorded | 68fa78d11e209131cea7a934 | | ACTIVE-o3+GDINO | 2.9 | Not recorded | 68fa78d11e209131cea7a934 | | Qwen2.5-VL | 0.7 | Not recorded | 68fa78d11e209131cea7a934 | | GDINO | 0.5 | Not recorded | 68fa78d11e209131cea7a934 | ### ACTIVE-o3 AP: 9.2. Result ID: 6a27f1fbfbc373592c259a29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2.5-VL-CoT AP: 3.2. Result ID: 6a27f1fbfbc373592c259a28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reasoning Mode":"Chain-of-Thought"}. This record does not assert independent reproduction. ### ACTIVE-o3+GDINO AP: 2.9. Result ID: 6a27f1fbfbc373592c259a2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Detection Model":"GDINO"}. This record does not assert independent reproduction. ### Qwen2.5-VL AP: 0.7. Result ID: 6a27f1fbfbc373592c259a26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GDINO AP: 0.5. Result ID: 6a27f1fbfbc373592c259a27. [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.