# Object Detection on Automotive Source: [Object Detection on Automotive]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:10:04.316Z Evaluation of Object Detection performance on the Automotive dataset. 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 | Object Detection | | Dataset (including any stated split) | Automotive | | Metric | mAP@50-95 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 4 of 4 | | 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@50-95](): Higher is better; unit: PERCENT. - [mAP@50](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP@50-95 | Result date | Report paper | | --- | --- | --- | --- | | SynthRender | 88.1 | Not recorded | 699e821a6017c4460ffad036 | | SynthRender | 85.2 | Not recorded | 699e821a6017c4460ffad036 | | Araya | 78.4 | Not recorded | 699e821a6017c4460ffad036 | | Araya | 75 | Not recorded | 699e821a6017c4460ffad036 | ### SynthRender mAP@50-95: 88.1. Result ID: 699ec08b5698665ec490436e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Yolov8","# Img":"4k","Resolution":"512^2","Texture":"Manual"}. This record does not assert independent reproduction. ### SynthRender mAP@50-95: 85.2. Result ID: 699ec08b5698665ec490436d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Yolov8","# Img":"900","Resolution":"512^2","Texture":"Manual"}. This record does not assert independent reproduction. ### Araya mAP@50-95: 78.4. Result ID: 699ec08b5698665ec490436c. [Reporting paper]() Recorded evaluation configuration: {"Model":"Yolov8","# Img":"900","Resolution":"512^2","Texture":"Manual"}. This record does not assert independent reproduction. ### Araya mAP@50-95: 75. Result ID: 699ec08b5698665ec490436b. [Reporting paper]() Recorded evaluation configuration: {"Model":"Yolov8","# Img":"900","Resolution":"512^2","Texture":"Manual"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.