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README.md
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- manuscripts
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---
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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.
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- manuscripts
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| 13 |
---
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| 14 |
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+
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.
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# YOLOv11 Model Evaluation Results
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## Overall Metrics
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| Model | mAP50-95 | mAP50 | mAP75 |
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|-------|-----------|--------|--------|
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| YOLOv11-Nano | 0.298 | 0.475 | 0.302 |
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| YOLOv11-Small | 0.352 | 0.566 | 0.380 |
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| YOLOv11-Medium | 0.368 | 0.576 | 0.392 |
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| YOLOv11-Large | 0.389 | 0.599 | 0.405 |
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| YOLOv11-XLarge | 0.370 | 0.586 | 0.393 |
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## Per-Class Metrics
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### YOLOv11-Nano
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| Class | mAP50-95 |
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|-------|----------|
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| MarginTextZone | 0.179 |
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| DefaultLine | 0.727 |
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| MainZone | 0.856 |
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| RunningTitleZone | 0.390 |
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| NumberingZone | 0.112 |
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| QuireMarksZone | 0.024 |
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| HeadingLine | 0.309 |
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| DropCapitalZone | 0.253 |
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| StampZone | 0.235 |
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| GraphicZone | 0.338 |
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| InterlinearLine | 0.032 |
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| DigitizationArtefactZone | 0.298 |
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| DropCapitalLine | 0.120 |
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| DamageZone | 0.298 |
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| MusicLine | 0.298 |
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| TitlePageZone | 0.298 |
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| SealZone | 0.298 |
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| MusicZone | 0.298 |
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### YOLOv11-Small
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| Class | mAP50-95 |
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|-------|----------|
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| MarginTextZone | 0.234 |
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| DefaultLine | 0.738 |
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| MainZone | 0.865 |
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| RunningTitleZone | 0.465 |
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| NumberingZone | 0.158 |
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| QuireMarksZone | 0.156 |
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| HeadingLine | 0.272 |
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| DropCapitalZone | 0.286 |
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| StampZone | 0.415 |
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| GraphicZone | 0.356 |
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| InterlinearLine | 0.075 |
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| DigitizationArtefactZone | 0.352 |
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| DropCapitalLine | 0.200 |
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| DamageZone | 0.352 |
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| MusicLine | 0.352 |
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| TitlePageZone | 0.352 |
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| SealZone | 0.352 |
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| MusicZone | 0.352 |
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### YOLOv11-Medium
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| Class | mAP50-95 |
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|-------|----------|
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| MarginTextZone | 0.243 |
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| DefaultLine | 0.758 |
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| MainZone | 0.874 |
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| RunningTitleZone | 0.461 |
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| NumberingZone | 0.136 |
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| QuireMarksZone | 0.128 |
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| HeadingLine | 0.345 |
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| DropCapitalZone | 0.350 |
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| StampZone | 0.417 |
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| GraphicZone | 0.374 |
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| InterlinearLine | 0.128 |
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| DigitizationArtefactZone | 0.368 |
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| DropCapitalLine | 0.203 |
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| DamageZone | 0.368 |
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| MusicLine | 0.368 |
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| TitlePageZone | 0.368 |
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| SealZone | 0.368 |
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| MusicZone | 0.368 |
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### YOLOv11-Large
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| Class | mAP50-95 |
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|-------|----------|
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| MarginTextZone | 0.202 |
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| DefaultLine | 0.763 |
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| MainZone | 0.886 |
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| RunningTitleZone | 0.497 |
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| NumberingZone | 0.136 |
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| QuireMarksZone | 0.216 |
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| HeadingLine | 0.383 |
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| DropCapitalZone | 0.313 |
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| StampZone | 0.622 |
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| GraphicZone | 0.349 |
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| InterlinearLine | 0.118 |
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| DigitizationArtefactZone | 0.389 |
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| DropCapitalLine | 0.184 |
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| DamageZone | 0.389 |
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| MusicLine | 0.389 |
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| TitlePageZone | 0.389 |
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| SealZone | 0.389 |
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| MusicZone | 0.389 |
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### YOLOv11-XLarge
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| Class | mAP50-95 |
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|-------|----------|
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| MarginTextZone | 0.251 |
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| DefaultLine | 0.759 |
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| MainZone | 0.881 |
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| RunningTitleZone | 0.398 |
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| NumberingZone | 0.121 |
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| QuireMarksZone | 0.165 |
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| HeadingLine | 0.355 |
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| DropCapitalZone | 0.324 |
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| StampZone | 0.549 |
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| GraphicZone | 0.356 |
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| InterlinearLine | 0.122 |
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| DigitizationArtefactZone | 0.370 |
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| DropCapitalLine | 0.158 |
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| DamageZone | 0.370 |
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| MusicLine | 0.370 |
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| TitlePageZone | 0.370 |
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| SealZone | 0.370 |
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| MusicZone | 0.370 |
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