|
--- |
|
license: apache-2.0 |
|
datasets: |
|
- CATMuS/medieval-segmentation |
|
language: |
|
- la |
|
base_model: |
|
- Ultralytics/YOLO11 |
|
pipeline_tag: object-detection |
|
tags: |
|
- medieval |
|
- manuscripts |
|
--- |
|
|
|
This a collection of YOLOv11 models trained on the CATMuS Medieval Segmentation dataset which is a collection of various datasets that have [SegmOnto](https://segmonto.github.io) XML markup. |
|
|
|
# YOLOv11 Model Evaluation Results |
|
|
|
## Overall Metrics |
|
|
|
| Model | mAP50-95 | mAP50 | mAP75 | |
|
|-------|-----------|--------|--------| |
|
| YOLOv11-Nano | 0.298 | 0.475 | 0.302 | |
|
| YOLOv11-Small | 0.352 | 0.566 | 0.380 | |
|
| YOLOv11-Medium | 0.368 | 0.576 | 0.392 | |
|
| YOLOv11-Large | 0.389 | 0.599 | 0.405 | |
|
| YOLOv11-XLarge | 0.370 | 0.586 | 0.393 | |
|
|
|
## Per-Class mAP50-95 Metrics |
|
|
|
| Class | YOLOv11-Nano | YOLOv11-Small | YOLOv11-Medium | YOLOv11-Large | YOLOv11-XLarge | |
|
|--------|-----------|-----------|-----------|-----------|-----------| |
|
| MarginTextZone | 0.179 | 0.234 | 0.243 | 0.202 | 0.251 | |
|
| DefaultLine | 0.727 | 0.738 | 0.758 | 0.763 | 0.759 | |
|
| MainZone | 0.856 | 0.865 | 0.874 | 0.886 | 0.881 | |
|
| RunningTitleZone | 0.390 | 0.465 | 0.461 | 0.497 | 0.398 | |
|
| NumberingZone | 0.112 | 0.158 | 0.136 | 0.136 | 0.121 | |
|
| QuireMarksZone | 0.024 | 0.156 | 0.128 | 0.216 | 0.165 | |
|
| HeadingLine | 0.309 | 0.272 | 0.345 | 0.383 | 0.355 | |
|
| DropCapitalZone | 0.253 | 0.286 | 0.350 | 0.313 | 0.324 | |
|
| StampZone | 0.235 | 0.415 | 0.417 | 0.622 | 0.549 | |
|
| GraphicZone | 0.338 | 0.356 | 0.374 | 0.349 | 0.356 | |
|
| InterlinearLine | 0.032 | 0.075 | 0.128 | 0.118 | 0.122 | |
|
| DigitizationArtefactZone | 0.298 | 0.352 | 0.368 | 0.389 | 0.370 | |
|
| DropCapitalLine | 0.120 | 0.200 | 0.203 | 0.184 | 0.158 | |
|
| DamageZone | 0.298 | 0.352 | 0.368 | 0.389 | 0.370 | |
|
| MusicLine | 0.298 | 0.352 | 0.368 | 0.389 | 0.370 | |
|
| TitlePageZone | 0.298 | 0.352 | 0.368 | 0.389 | 0.370 | |
|
| SealZone | 0.298 | 0.352 | 0.368 | 0.389 | 0.370 | |
|
| MusicZone | 0.298 | 0.352 | 0.368 | 0.389 | 0.370 | |
|
|
