| model name | training method | parameters | comments |
|---|---|---|---|
| urSEG_baselines_only | finetuned on an existing baseline only model, which was trained from scratch | --suppress-regions, --epochs 50, --pad 2 2, -bl, rest default |
baseline only; good for DefaultLine; needs more examples of HeadingLine and CustomLine:signature; requires more work for DefaultLine:prose and DefaultLine:verse |
| urSEG_openiti_PRE_print | finetuned from pretrian_print_layout (openiti) | --resize both, --epochs 50, --pad 2 2,-bl, rest default |
handles multicolumn (easily confused between multicolumn prose and verse); baselines need work, especially for slanted lines; need more examples of layouts with MainZone and MarginTextZone + texts blocks enclosed within boxes within borders |
| urSEG_mellon_print | finetuned from mellon_print_layout (openiti) | --resize both, --epochs 50, --pad 2 2, and -bl |
poor on pages with both MaineZone and MarginTextZone; masks from baselines is not ideal |
| urSEG_existing_best_ur_print | finetuned on an existing baseline only model, which was trained from scratch | --resize both, --epochs 100, --min-epochs 50, --quit early, --lrate 0.0001, and -bl, rest default |
best model; handles multicolumn well; better regions and baselines on extended classes; classes with examples < 200 need work |
| urSEG_regions_from_scratch | trained from scratch | --suppress-baselines, --epochs 70, rest default |
region only; handles multicolumn upto three columns; prone to merge MarginTextZone and MainZone, especially where separation between the two is less clear |
| urSEG_regions_openiti_PRE_print | finetuned from pretrain_print_layout (openiti) | --resize both, --suppress-baselines, --epochs 70, rest default |
region only; similar to urSEG_regions_from_scratch, but worse to finetune |
| yolov5 | trained with YALTAi | weights too large to upload here |
For the latest urSEG_existing_best_ur_print.mlmodel
| line types | count |
|---|---|
| DefaultLine | 133857 |
| HeadingLine:title | 1514 |
| CustomLine:signature | 63 |
| HeadingLine:incipit | 23 |
| region types | count |
|---|---|
| NumberingZone:page | 3693 |
| RunningTitleZone | 3001 |
| MainZone | 2788 |
| MainZone:column#1 | 1213 |
| MainZone:column#2 | 1207 |
| MarginTextZone:note | 712 |
| CustomZone:publication | 620 |
| MainZone:column#3 | 441 |
| MarginTextZone:commentary | 257 |
| DigitizationArtefactZone | 247 |
| QuireMarksZone:catchwords | 160 |
| TitlePageZone | 71 |
| MarginTextZone:note#2 | 59 |
| MarginTextZone:note#1 | 52 |
| GraphicZone:illustration | 17 |
| NumberingZone:other | 9 |
Trained with Kraken ==4.3.13