# Object Detection on Singapore ID (test) Source: [Object Detection on Singapore ID (test)]() Collection index: [llms.txt]() Data updated: 2026-06-11T07:45:20.411Z Evaluation of Object Detection performance on the test split of the Singapore ID dataset, reporting detailed metrics including mAP, F1, Precision, and Recall calculated using both IoU@50 and IoMin@50 thresholds. 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) | Singapore ID (test) | | Metric | F1 (IoU@50) | | 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 - [F1 (IoU@50)](): Higher is better; unit: PERCENT. - [mAP (IoU@50)](): Higher is better; unit: PERCENT. - [Precision (IoU@50)](): Higher is better; unit: PERCENT. - [Recall (IoU@50)](): Higher is better; unit: PERCENT. - [mAP (IoMin@50)](): Higher is better; unit: PERCENT. - [F1 (IoMin@50)](): Higher is better; unit: PERCENT. - [Precision (IoMin@50)](): Higher is better; unit: PERCENT. - [Recall (IoMin@50)](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 (IoU@50) | Result date | Report paper | | --- | --- | --- | --- | | YOLO11l | 66.5 | Not recorded | 6a28f32190966ade919c163d | | YOLO11x | 66.2 | Not recorded | 6a28f32190966ade919c163d | | YOLO11n | 65.8 | Not recorded | 6a28f32190966ade919c163d | | YOLO11m | 65.8 | Not recorded | 6a28f32190966ade919c163d | | YOLO11s | 65.6 | Not recorded | 6a28f32190966ade919c163d | | TFE detector | 14.9 | Not recorded | 6a28f32190966ade919c163d | ### YOLO11l F1 (IoU@50): 66.5. Result ID: 6a2a65e8fbc373592c272e0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Runs":"5"}. This record does not assert independent reproduction. ### YOLO11x F1 (IoU@50): 66.2. Result ID: 6a2a65e8fbc373592c272e0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Runs":"5"}. This record does not assert independent reproduction. ### YOLO11n F1 (IoU@50): 65.8. Result ID: 6a2a65e8fbc373592c272e07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Runs":"5"}. This record does not assert independent reproduction. ### YOLO11m F1 (IoU@50): 65.8. Result ID: 6a2a65e8fbc373592c272e09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Runs":"5"}. This record does not assert independent reproduction. ### YOLO11s F1 (IoU@50): 65.6. Result ID: 6a2a65e8fbc373592c272e08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Runs":"5"}. This record does not assert independent reproduction. ### TFE detector F1 (IoU@50): 14.9. Result ID: 6a2a65e8fbc373592c272e06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Runs":"N/A"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.