| --- |
| license: apache-2.0 |
| tags: |
| - object-detection |
| - road-damage |
| - yolo |
| - computer-vision |
| datasets: |
| - RDD2022 |
| --- |
| |
| # SABIQ — Road Damage Detection Model |
|
|
| Proactive road defect detection system. |
|
|
| ## Model Details |
| - **Architecture:** YOLO26m |
| - **Base Model:** yolo26m.pt (Ultralytics) |
| - **Dataset:** RDD2022 (Road Damage Detection 2022) |
| - **Classes:** crack, other, pothole |
| - **mAP50:** 0.636 |
| - **Epochs:** 65 |
| - **Image Size:** 640 |
| - **Training Hardware:** NVIDIA A100 |
|
|
| ## Validation Results |
| | Class | Images | Instances | Precision | Recall | mAP50 | mAP50-95 | |
| |-------|--------|-----------|-----------|--------|-------|----------| |
| | all | 5758 | 9737 | 0.687 | 0.585 | 0.636 | 0.349 | |
| | crack | 3266 | 7209 | 0.714 | 0.520 | 0.605 | 0.321 | |
| | other | 1093 | 1563 | 0.714 | 0.745 | 0.792 | 0.493 | |
| | pothole | 544 | 965 | 0.635 | 0.491 | 0.512 | 0.233 | |
|
|
| ## Classes |
| | ID | Label | Description | |
| |----|-------|-------------| |
| | 0 | crack | Longitudinal, transverse and alligator cracks | |
| | 1 | other | Other road corruption | |
| | 2 | pothole | Road potholes | |
|
|
| ## Live API |
| https://rahaf2001-sabiq-api.hf.space |
