# Aerial Object Detection on HRSC 2016 Source: [Aerial Object Detection on HRSC 2016]() Collection index: [llms.txt]() Data updated: 2026-03-18T08:36:28.537Z Evaluation of Aerial Object Detection performance on the HRSC 2016 dataset, reporting metrics such as mAP (2007) and mAP (2012). 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 | Aerial Object Detection | | Dataset (including any stated split) | HRSC 2016 | | Metric | mAP (2007) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 20 of 20 | | 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 (2007)](): Higher is better; unit: PERCENT. - [mAP (2012)](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP (2007) | Result date | Report paper | | --- | --- | --- | --- | | PKINet-v2-S | 90.75 | Not recorded | 69ba31850636e5bf4afc078d | | PKINet-v1-S | 90.7 | Not recorded | 69ba31850636e5bf4afc078d | | LSKNet-S | 90.65 | Not recorded | 69ba31850636e5bf4afc078d | | RTMDet | 90.6 | Not recorded | 69ba31850636e5bf4afc078d | | Strip RCNN-S | 90.6 | Not recorded | 69ba31850636e5bf4afc078d | | O-RCNN | 90.5 | Not recorded | 69ba31850636e5bf4afc078d | | ReDet | 90.46 | Not recorded | 69ba31850636e5bf4afc078d | | O-RepPoints | 90.38 | Not recorded | 69ba31850636e5bf4afc078d | | AOPG | 90.34 | Not recorded | 69ba31850636e5bf4afc078d | | S2ANet | 90.17 | Not recorded | 69ba31850636e5bf4afc078d | | GWD | 89.85 | Not recorded | 69ba31850636e5bf4afc078d | | DAL | 89.77 | Not recorded | 69ba31850636e5bf4afc078d | | CSL | 89.62 | Not recorded | 68fa6c0d1e209131cea31bb4 | | GCL | 89.56 | Not recorded | 68fa6c0d1e209131cea31bb4 | | R3Det | 89.26 | Not recorded | 69ba31850636e5bf4afc078d | | baseline | 88.33 | Not recorded | 68fa6c0d1e209131cea31bb4 | | G.V. | 88.2 | Not recorded | 69ba31850636e5bf4afc078d | | RoI Trans. | 86.2 | Not recorded | 69ba31850636e5bf4afc078d | ### PKINet-v2-S mAP (2007): 90.75. Result ID: 69ba63ee47f34ce924a45002. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#P":"30.7M","FLOPs":"173G"}. This record does not assert independent reproduction. ### PKINet-v1-S mAP (2007): 90.7. Result ID: 69ba63ee47f34ce924a45001. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#P":"30.8M","FLOPs":"184G"}. This record does not assert independent reproduction. ### LSKNet-S mAP (2007): 90.65. Result ID: 69ba63ee47f34ce924a44fff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#P":"31.0M","FLOPs":"161G"}. This record does not assert independent reproduction. ### RTMDet mAP (2007): 90.6. Result ID: 69ba63ee47f34ce924a44ffd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#P":"54.0M","FLOPs":"205G"}. This record does not assert independent reproduction. ### Strip RCNN-S mAP (2007): 90.6. Result ID: 69ba63ee47f34ce924a45000. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#P":"30.5M","FLOPs":"159G"}. This record does not assert independent reproduction. ### O-RCNN mAP (2007): 90.5. Result ID: 69ba63ee47f34ce924a44ffc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#P":"41.1M","FLOPs":"199G"}. This record does not assert independent reproduction. ### ReDet mAP (2007): 90.46. Result ID: 69ba63ee47f34ce924a44ffb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#P":"31.6M"}. This record does not assert independent reproduction. ### O-RepPoints mAP (2007): 90.38. Result ID: 69ba63ee47f34ce924a44ffe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#P":"36.6M","FLOPs":"194G"}. This record does not assert independent reproduction. ### AOPG mAP (2007): 90.34. Result ID: 69ba63ee47f34ce924a44ff8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### S2ANet mAP (2007): 90.17. Result ID: 69ba63ee47f34ce924a44ffa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#P":"38.6M","FLOPs":"198G"}. This record does not assert independent reproduction. ### GWD mAP (2007): 89.85. Result ID: 69ba63ee47f34ce924a44ff4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#P":"47.4M","FLOPs":"456G"}. This record does not assert independent reproduction. ### DAL mAP (2007): 89.77. Result ID: 69ba63ee47f34ce924a44ff3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#P":"36.4M","FLOPs":"216G"}. This record does not assert independent reproduction. ### CSL mAP (2007): 89.62. Result ID: 698ebe96ffc3901de0a0505a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"FPN"}. This record does not assert independent reproduction. ### GCL mAP (2007): 89.56. Result ID: 698ebe96ffc3901de0a0505b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"FPN"}. This record does not assert independent reproduction. ### R3Det mAP (2007): 89.26. Result ID: 69ba63ee47f34ce924a44ff9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#P":"41.9M","FLOPs":"336G"}. This record does not assert independent reproduction. ### baseline mAP (2007): 88.33. Result ID: 698ebe96ffc3901de0a05059. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"FPN"}. This record does not assert independent reproduction. ### G.V. mAP (2007): 88.2. Result ID: 69ba63ee47f34ce924a44ff6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#P":"41.1M"}. This record does not assert independent reproduction. ### RoI Trans. mAP (2007): 86.2. Result ID: 69ba63ee47f34ce924a44ff5. [Reporting paper]() Recorded evaluation configuration: {"#P":"55.1M","FLOPs":"200G"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.