# Oriented Object Detection on DIOR-R (Comprehensive Metrics) Source: [Oriented Object Detection on DIOR-R (Comprehensive Metrics)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:23:28.970Z Evaluation of Oriented Object Detection performance on the DIOR-R dataset, reporting a comprehensive suite of specialized metrics including APL, APO, and 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 | Oriented Object Detection | | Dataset (including any stated split) | DIOR-R | | Metric | APL | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [APL](): Higher is better; unit: PERCENT. - [APO](): Higher is better; unit: PERCENT. - [BF](): Higher is better; unit: PERCENT. - [BC](): Higher is better; unit: PERCENT. - [BR](): Higher is better; unit: PERCENT. - [CH](): Higher is better; unit: PERCENT. - [DAM](): Higher is better; unit: PERCENT. - [ETS](): Higher is better; unit: PERCENT. - [ESA](): Higher is better; unit: PERCENT. - [GF](): Higher is better; unit: PERCENT. - [GTF](): Higher is better; unit: PERCENT. - [HA](): Higher is better; unit: PERCENT. - [OP](): Higher is better; unit: PERCENT. - [SH](): Higher is better; unit: PERCENT. - [STA](): Higher is better; unit: PERCENT. - [STO](): Higher is better; unit: PERCENT. - [TC](): Higher is better; unit: PERCENT. - [TS](): Higher is better; unit: PERCENT. - [VE](): Higher is better; unit: PERCENT. - [WM](): Higher is better; unit: PERCENT. - [mAP](): Higher is better; unit: PERCENT. ## Recorded results | Method | APL | Result date | Report paper | | --- | --- | --- | --- | | TLF | 72.19 | Not recorded | 68fa74001e209131cea5f220 | | TLF | 71.74 | Not recorded | 68fa74001e209131cea5f220 | | DODet | 63.4 | Not recorded | 68fa74001e209131cea5f220 | | Gliding Vertex | 63.35 | Not recorded | 68fa74001e209131cea5f220 | | RoI Trans | 63.34 | Not recorded | 68fa74001e209131cea5f220 | | QPDet | 63.22 | Not recorded | 68fa74001e209131cea5f220 | | FR-O | 62.79 | Not recorded | 68fa74001e209131cea5f220 | | AOPG | 62.39 | Not recorded | 68fa74001e209131cea5f220 | | RetinaNet-O | 61.49 | Not recorded | 68fa74001e209131cea5f220 | ### TLF APL: 72.19. Result ID: 699328eb3a6c31484914220a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ConvNeXt-T"}. This record does not assert independent reproduction. ### TLF APL: 71.74. Result ID: 699328eb3a6c314849142209. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R-50"}. This record does not assert independent reproduction. ### DODet APL: 63.4. Result ID: 699328eb3a6c314849142208. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"R-50"}. This record does not assert independent reproduction. ### Gliding Vertex APL: 63.35. Result ID: 699328eb3a6c314849142204. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"R-50"}. This record does not assert independent reproduction. ### RoI Trans APL: 63.34. Result ID: 699328eb3a6c314849142205. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"R-50"}. This record does not assert independent reproduction. ### QPDet APL: 63.22. Result ID: 699328eb3a6c314849142206. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"R-50"}. This record does not assert independent reproduction. ### FR-O APL: 62.79. Result ID: 699328eb3a6c314849142203. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"R-50"}. This record does not assert independent reproduction. ### AOPG APL: 62.39. Result ID: 699328eb3a6c314849142207. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R-50"}. This record does not assert independent reproduction. ### RetinaNet-O APL: 61.49. Result ID: 699328eb3a6c314849142202. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"R-50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.