--- 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 |