| 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 |