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wellesley-easel/medieval_decoration_summaries

Medieval Decoration Summaries This dataset contains per-page pixel summaries and semantic segmentation maps for 60,411 pages from 175 medieval manuscripts held by 29 archives and indexed in Lilian Randall's Images in the Margins of Gothic Manuscripts (1966). The segmentation maps were produced by a computer vision pipeline with foreground mIoU of 60%, and therefore should not be treated as ground truth. Each row represents one manuscript page. Fields… See the full description on the dataset page: https://huggingface.co/datasets/wellesley-easel/medieval_decoration_summaries.

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Medieval Decoration Summaries

This dataset contains per-page pixel summaries and semantic segmentation maps for 60,411 pages from 175 medieval manuscripts held by 29 archives and indexed in Lilian Randall's Images in the Margins of Gothic Manuscripts (1966).

The segmentation maps were produced by a computer vision pipeline with foreground mIoU of 60%, and therefore should not be treated as ground truth.

Each row represents one manuscript page.

Fields

  • —manuscript: normalized dataset manuscript identifier
  • —archive: holding archive
  • —page: folio/page label
  • —image_width, image_height, total_pixels: segmentation-map dimensions and total pixel count
  • —*_pixel_count: exact number of pixels assigned to each semantic category
  • —*_percent: percentage of all image pixels assigned to each semantic category
  • —segmentation_map: the embedded RGB semantic segmentation PNG

The semantic categories are:

  • —background
  • —line_filler
  • —marginal_images
  • —painted_initials
  • —miniatures
  • —borders
  • —pen_flourishing
  • —pen_flourished_texts

The class colors encoded in segmentation_map are:

CategoryRGB
background0, 0, 0
line filler255, 0, 0
marginal images0, 255, 0
painted initials0, 0, 255
miniatures255, 255, 0
borders255, 0, 255
pen flourishing0, 255, 255
pen flourished texts255, 128, 0

The class pixel counts sum to total_pixels in every row. Percentage values are stored to six decimal places and equal 100 * class_pixel_count / total_pixels.

Model Reliability

The segmentation maps were produced by a computer vision pipeline with foreground mIoU of 60%, and therefore should not be treated as ground truth.

CategoryBalanced F1
background0.98
line filler0.82
marginal images0.68
painted initials0.72
miniatures0.79
borders0.76
pen flourishing0.76
pen flourished texts0.70

Privacy and source paths

No local filenames, source-image paths, segmentation paths, or other filesystem locations are included. Segmentation PNGs are stored as embedded image bytes.

Archive and reuse note

The archive value records the archive/provider assignment used by the source project. It is descriptive metadata and does not assert a uniform image reuse license. This release contains model-produced segmentation maps and aggregate pixel counts, not the source manuscript photographs. Users should consult the holding archive's current record and terms for any use involving source images.