# Rotation Object Detection on DOTA v1.0 (val) Source: [Rotation Object Detection on DOTA v1.0 (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:23:17.394Z Evaluation of Rotation Object Detection performance on the validation split of the DOTA v1.0 dataset, reporting standard metrics like AP50, AP75, and AP50:95. 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 v1.0 (val) | | 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. - [AP75](): Higher is better; unit: PERCENT. - [AP50:95](): Higher is better; unit: PERCENT. ## Recorded results | Method | AP50 | Result date | Report paper | | --- | --- | --- | --- | | KLD | 71.73 | Not recorded | 68fa6c5b1e209131cea3386f | | KLD | 71.56 | Not recorded | 68fa6c5b1e209131cea3386f | | KLD | 71.28 | Not recorded | 68fa6c5b1e209131cea3386f | | GWD | 71.21 | Not recorded | 68fa6c5b1e209131cea3386f | | DCL (BCL) | 70.66 | Not recorded | 68fa6c5b1e209131cea3386f | | GWD | 68.93 | Not recorded | 68fa6c5b1e209131cea3386f | | KLD | 67.39 | Not recorded | 68fa6c5b1e209131cea3386f | | GWD | 67.38 | Not recorded | 68fa6c5b1e209131cea3386f | | CSL | 67.2 | Not recorded | 68fa6c5b1e209131cea3386f | | Modulated Loss | 66.99 | Not recorded | 68fa6c5b1e209131cea3386f | | DCL (BCL) | 66.06 | Not recorded | 68fa6c5b1e209131cea3386f | | RIL | 66.05 | Not recorded | 68fa6c5b1e209131cea3386f | | IoU-Smooth L1 | 65.73 | Not recorded | 68fa6c5b1e209131cea3386f | | Modulated Loss | 64.17 | Not recorded | 68fa6c5b1e209131cea3386f | ### KLD AP50: 71.73. Result ID: 698f09cc3a6c314849f527c3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Baseline":"R3Det \[29\]","Box Definition":"D\_oc","Training Setting":"Advanced"}. This record does not assert independent reproduction. ### KLD AP50: 71.56. Result ID: 698f09cc3a6c314849f527c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Baseline":"R3Det \[29\]","Box Definition":"D\_oc","Training Setting":"Standard"}. This record does not assert independent reproduction. ### KLD AP50: 71.28. Result ID: 698f09cc3a6c314849f527bf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Baseline":"RetinaNet","Box Definition":"D\_oc","Training Setting":"Comparison"}. This record does not assert independent reproduction. ### GWD AP50: 71.21. Result ID: 698f09cc3a6c314849f527c1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Baseline":"R3Det \[29\]","Box Definition":"D\_oc"}. This record does not assert independent reproduction. ### DCL (BCL) AP50: 70.66. Result ID: 698f09cc3a6c314849f527c0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Baseline":"R3Det \[29\]","Box Definition":"D\_le"}. This record does not assert independent reproduction. ### GWD AP50: 68.93. Result ID: 698f09cc3a6c314849f527be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Baseline":"RetinaNet","Box Definition":"D\_oc","Training Setting":"Comparison"}. This record does not assert independent reproduction. ### KLD AP50: 67.39. Result ID: 698f09cc3a6c314849f527bd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Baseline":"RetinaNet","Box Definition":"D\_oc","Training Setting":"Ablation"}. This record does not assert independent reproduction. ### GWD AP50: 67.38. Result ID: 698f09cc3a6c314849f527bc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Baseline":"RetinaNet","Box Definition":"D\_oc","Training Setting":"Ablation"}. This record does not assert independent reproduction. ### CSL AP50: 67.2. Result ID: 698f09cc3a6c314849f527ba. [Reporting paper]() Recorded evaluation configuration: {"Baseline":"RetinaNet","Box Definition":"D\_le"}. This record does not assert independent reproduction. ### Modulated Loss AP50: 66.99. Result ID: 698f09cc3a6c314849f527b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Baseline":"RetinaNet","Box Definition":"Quad"}. This record does not assert independent reproduction. ### DCL (BCL) AP50: 66.06. Result ID: 698f09cc3a6c314849f527bb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Baseline":"RetinaNet","Box Definition":"D\_le"}. This record does not assert independent reproduction. ### RIL AP50: 66.05. Result ID: 698f09cc3a6c314849f527b9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Baseline":"RetinaNet","Box Definition":"Quad"}. This record does not assert independent reproduction. ### IoU-Smooth L1 AP50: 65.73. Result ID: 698f09cc3a6c314849f527b6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Baseline":"RetinaNet","Box Definition":"D\_oc"}. This record does not assert independent reproduction. ### Modulated Loss AP50: 64.17. Result ID: 698f09cc3a6c314849f527b7. [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.