# Oriented Object Detection on DOTA 20-50 sparse-partial ratio 1.0 (test) Source: [Oriented Object Detection on DOTA 20-50 sparse-partial ratio 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:09:39.245Z Evaluation of Oriented Object Detection performance on the specific DOTA subset defined by a 20-50 sparse-partial ratio of 1.0, using the test split. 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 | Oriented Object Detection | | Dataset (including any stated split) | DOTA 20-50 sparse-partial ratio 1.0 (test) | | Metric | mAP | | Unit | PERCENT | | 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 - [mAP](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP | Result date | Report paper | | --- | --- | --- | --- | | SPWOOD | 63 | Not recorded | 6982d2efa8b01e76cc8e9932 | | PWOOD | 59.8 | Not recorded | 6982d2efa8b01e76cc8e9932 | | S^2Teacher | 56.5 | Not recorded | 6982d2efa8b01e76cc8e9932 | | RSST | 56.1 | Not recorded | 6982d2efa8b01e76cc8e9932 | | RSST\* | 55.1 | Not recorded | 6982d2efa8b01e76cc8e9932 | | MCL | 53.2 | Not recorded | 6982d2efa8b01e76cc8e9932 | ### SPWOOD mAP: 63. Result ID: 69974c615698665ec49dd718. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Algorithm Type":"Sparse Partial Weakly-Supervised","Supervision Type":"RBox supervised"}. This record does not assert independent reproduction. ### PWOOD mAP: 59.8. Result ID: 69974c615698665ec49dd714. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Algorithm Type":"Semi-Supervised","Supervision Type":"RBox supervised"}. This record does not assert independent reproduction. ### S^2Teacher mAP: 56.5. Result ID: 69974c615698665ec49dd715. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Algorithm Type":"Sparsely Supervised","Supervision Type":"RBox supervised"}. This record does not assert independent reproduction. ### RSST mAP: 56.1. Result ID: 69974c615698665ec49dd716. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Algorithm Type":"Sparsely Supervised","Supervision Type":"RBox supervised"}. This record does not assert independent reproduction. ### RSST\* mAP: 55.1. Result ID: 69974c615698665ec49dd717. [Reporting paper]() Recorded evaluation configuration: {"Algorithm Type":"Sparsely Supervised","Supervision Type":"RBox supervised","Note":"Simplified version of RSST"}. This record does not assert independent reproduction. ### MCL mAP: 53.2. Result ID: 69974c615698665ec49dd713. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Algorithm Type":"Semi-Supervised","Supervision Type":"RBox supervised"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.