# Rotated Object Detection on FAIR1M 2.0 (test) Source: [Rotated Object Detection on FAIR1M 2.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:09:34.050Z Evaluation of Rotated Object Detection performance on the test split of the FAIR1M 2.0 dataset, typically measured using mAP. 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 | Rotated Object Detection | | Dataset (including any stated split) | FAIR1M 2.0 (test) | | Metric | mAP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 | | --- | --- | --- | --- | | SkySense | 54.57 | Not recorded | 68fa736c1e209131cea5c685 | | MAE | 53.2 | Not recorded | 68fa736c1e209131cea5c685 | | MAE + MTP | 53 | Not recorded | 68fa736c1e209131cea5c685 | | MAE + MTP | 51.92 | Not recorded | 68fa736c1e209131cea5c685 | | MAE | 51.56 | Not recorded | 68fa736c1e209131cea5c685 | | IMP + MTP | 50.93 | Not recorded | 68fa736c1e209131cea5c685 | | IMP | 50.67 | Not recorded | 68fa736c1e209131cea5c685 | | CMID | 50.58 | Not recorded | 68fa736c1e209131cea5c685 | | GFM | 49.69 | Not recorded | 68fa736c1e209131cea5c685 | | TOY | 49.62 | Not recorded | 68fa736c1e209131cea5c685 | | Scale-MAE | 48.31 | Not recorded | 68fa736c1e209131cea5c685 | | GASSL | 48.15 | Not recorded | 68fa736c1e209131cea5c685 | | CACO | 47.83 | Not recorded | 68fa736c1e209131cea5c685 | | SatMAE | 46.55 | Not recorded | 68fa736c1e209131cea5c685 | | RingMo | 46.21 | Not recorded | 68fa736c1e209131cea5c685 | | SatLas | 46.19 | Not recorded | 68fa736c1e209131cea5c685 | ### SkySense mAP: 54.57. Result ID: 6992de693a6c314849120a9f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-H"}. This record does not assert independent reproduction. ### MAE mAP: 53.2. Result ID: 6992de693a6c314849120aa2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L + RVSA"}. This record does not assert independent reproduction. ### MAE + MTP mAP: 53. Result ID: 6992de693a6c314849120aa3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L + RVSA"}. This record does not assert independent reproduction. ### MAE + MTP mAP: 51.92. Result ID: 6992de693a6c314849120aa1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B + RVSA"}. This record does not assert independent reproduction. ### MAE mAP: 51.56. Result ID: 6992de693a6c314849120aa0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B + RVSA"}. This record does not assert independent reproduction. ### IMP + MTP mAP: 50.93. Result ID: 6992de693a6c314849120aa5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"InternImage-XL"}. This record does not assert independent reproduction. ### IMP mAP: 50.67. Result ID: 6992de693a6c314849120aa4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"InternImage-XL"}. This record does not assert independent reproduction. ### CMID mAP: 50.58. Result ID: 6992de693a6c314849120a9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-B","MS":false}. This record does not assert independent reproduction. ### GFM mAP: 49.69. Result ID: 6992de693a6c314849120a9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-B","MS":true}. This record does not assert independent reproduction. ### TOY mAP: 49.62. Result ID: 6992de693a6c314849120a9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","MS":true}. This record does not assert independent reproduction. ### Scale-MAE mAP: 48.31. Result ID: 6992de693a6c314849120a9c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L","MS":true}. This record does not assert independent reproduction. ### GASSL mAP: 48.15. Result ID: 6992de693a6c314849120a98. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","MS":true}. This record does not assert independent reproduction. ### CACO mAP: 47.83. Result ID: 6992de693a6c314849120a96. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","MS":true}. This record does not assert independent reproduction. ### SatMAE mAP: 46.55. Result ID: 6992de693a6c314849120a99. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L","MS":true}. This record does not assert independent reproduction. ### RingMo mAP: 46.21. Result ID: 6992de693a6c314849120a97. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Swin-B"}. This record does not assert independent reproduction. ### SatLas mAP: 46.19. Result ID: 6992de693a6c314849120a9d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-B","MS":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.