# Rotation Object Detection on DOTA v2.0 (test) Source: [Rotation Object Detection on DOTA v2.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:23:17.416Z Evaluation of Rotation Object Detection performance on the test split of the DOTA v2.0 dataset, reporting metrics such as AP50. 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 | Rotation Object Detection | | Dataset (including any stated split) | DOTA v2.0 (test) | | Metric | AP50 | | 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 - [AP50](): Higher is better; unit: PERCENT. ## Recorded results | Method | AP50 | Result date | Report paper | | --- | --- | --- | --- | | KLD | 50.9 | Not recorded | 68fa6c5b1e209131cea3386f | | KLD | 49.25 | Not recorded | 68fa6c5b1e209131cea3386f | | GWD | 48.71 | Not recorded | 68fa6c5b1e209131cea3386f | | DCL (BCL) | 48.43 | Not recorded | 68fa6c5b1e209131cea3386f | | KLD | 47.69 | Not recorded | 68fa6c5b1e209131cea3386f | | CSL | 46.71 | Not recorded | 68fa6c5b1e209131cea3386f | | GWD | 46.65 | Not recorded | 68fa6c5b1e209131cea3386f | | Modulated Loss | 46.31 | Not recorded | 68fa6c5b1e209131cea3386f | | KLD | 45.46 | Not recorded | 68fa6c5b1e209131cea3386f | | DCL (BCL) | 45.35 | Not recorded | 68fa6c5b1e209131cea3386f | | RIL | 45.17 | Not recorded | 68fa6c5b1e209131cea3386f | | IoU-Smooth L1 | 44.16 | Not recorded | 68fa6c5b1e209131cea3386f | | GWD | 43.34 | Not recorded | 68fa6c5b1e209131cea3386f | | Modulated Loss | 43.06 | Not recorded | 68fa6c5b1e209131cea3386f | ### KLD AP50: 50.9. Result ID: 698f09cc3a6c314849f527df. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Baseline":"R3Det \[29\]","Training Setting":"Advanced"}. This record does not assert independent reproduction. ### KLD AP50: 49.25. Result ID: 698f09cc3a6c314849f527de. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Baseline":"R3Det \[29\]","Training Setting":"Standard"}. This record does not assert independent reproduction. ### GWD AP50: 48.71. Result ID: 698f09cc3a6c314849f527dd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Baseline":"R3Det \[29\]"}. This record does not assert independent reproduction. ### DCL (BCL) AP50: 48.43. Result ID: 698f09cc3a6c314849f527dc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Baseline":"R3Det \[29\]"}. This record does not assert independent reproduction. ### KLD AP50: 47.69. Result ID: 698f09cc3a6c314849f527db. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Baseline":"RetinaNet","Training Setting":"Comparison"}. This record does not assert independent reproduction. ### CSL AP50: 46.71. Result ID: 698f09cc3a6c314849f527d6. [Reporting paper]() Recorded evaluation configuration: {"Baseline":"RetinaNet"}. This record does not assert independent reproduction. ### GWD AP50: 46.65. Result ID: 698f09cc3a6c314849f527da. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Baseline":"RetinaNet","Training Setting":"Comparison"}. This record does not assert independent reproduction. ### Modulated Loss AP50: 46.31. Result ID: 698f09cc3a6c314849f527d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Baseline":"RetinaNet","Box Definition":"Quad"}. This record does not assert independent reproduction. ### KLD AP50: 45.46. Result ID: 698f09cc3a6c314849f527d9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Baseline":"RetinaNet","Training Setting":"Ablation"}. This record does not assert independent reproduction. ### DCL (BCL) AP50: 45.35. Result ID: 698f09cc3a6c314849f527d7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Baseline":"RetinaNet"}. This record does not assert independent reproduction. ### RIL AP50: 45.17. Result ID: 698f09cc3a6c314849f527d5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Baseline":"RetinaNet"}. This record does not assert independent reproduction. ### IoU-Smooth L1 AP50: 44.16. Result ID: 698f09cc3a6c314849f527d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Baseline":"RetinaNet"}. This record does not assert independent reproduction. ### GWD AP50: 43.34. Result ID: 698f09cc3a6c314849f527d8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Baseline":"RetinaNet","Training Setting":"Ablation"}. This record does not assert independent reproduction. ### Modulated Loss AP50: 43.06. Result ID: 698f09cc3a6c314849f527d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Baseline":"RetinaNet","Box Definition":"D\_oc"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.