4.2.1. Methods

Figure is complete design scheme of skeleton type design presented in this thesis. The following images explain its methods

From the stroke-based approaches emerged the Skeleton type design (Paldia 2016, 2018), which is defined as an approach that combines booth 1.) the stroke approach and 2.) the outline or contour approach. The so-called stroke heartline is used as a construction – a skeleton – that mounts stroke shapes and non-stroke shapes – outliners – into a final letter form.

Skeleton is an element of the graphical user interface that defines a path of the tool imprint and position of anchored outliners.
Imprint is the shape of a digital tool tip that draws a stroke shape by rendering along a skeleton.
Stroke is a letter shape created by writing or drawing with a physical or digital stroke tool

Stroke in typography almost never keeps the same width along the skeleton. It is important to stress that the stroke is modulated. Noodrzj (Noordzij 2006) coined the stroke concept with modularity as stroke contrast.

The stroke contrast is created by:

  1. imprinting the shape of the writing tool, changing the shape
  2. pressing the tool to the expand imprint
  3. rotating the tool to rotate the imprint.

A designer can use all the perks at the same time.

The translation is the contrast produced by the broad-nibbed pen. In skeleton-type design, the translation effect is achieved by any imprint shape that differs from the circle. The circle imprint renders a so-called monolinear stroke with literary nil translation contrast.

Contrast tilt is a default contrast angle related to the writing medium or related to a skeleton. By tilting the contrast, we can achieve the so-called reversed contrast.
Expansion is the contrast usually produced with a pointed pen or brush, whereby increasing the pressure makes the two halves of the pen part, thus causing a gradual thickening of the stroke. In Skeleton type design, the expansion effect is achieved by various scales of the Imprint.
Rotation is the contrast produced by the rotation of a pen. In skeleton type design, the rotation effect is achieved by various angles of imprint.
Figure presents when designer uses all the stroke contrast perks together on single skeleton.
Contrast tilt is a default contrast angle related to the writing medium or related to a skeleton. By tilting the contrast, we can achieve the so-called reversed contrast.
The outliner is a letter shape created by drawing with a digital stroke tool, typically Bézier curves.
The final result after converting strokes to outlines for font production. Individual components can be merged into single outline shapes.

The power of skeleton type design manifests in its systematic approach to setting parameters for repetitive shapes – particularly strokes. This systematic nature aligns with parametric type design, a concept thoroughly investigated by Hersch and colleagues (Hu and Hersch 2001; Hassan, Hu, and Hersch 2010). Their research demonstrates how parameters serve as precise controls for typographic attributes, enabling systematic manipulation of letterforms. While the notion of parameters in type design might initially suggest creative constraints, it paradoxically offers expanded possibilities for controlled variation. This systematic approach proves particularly valuable when constructing a regularised dataset, where the parametrised skeleton type design method facilitates the generation of extensive style variations.

Hassan, Tamir, Changyuan Hu, and Roger D. Hersch. 2010. “Next Generation Typeface Representations: Revisiting Parametric Fonts.” In Proceedings of the 10th ACM Symposium on Document Engineering, 181–84. Manchester United Kingdom: ACM. https://doi.org/10.1145/1860559.1860596.
Hu, Changyuan, and R. D. Hersch. 2001. ParamFont: Parameterizable Fonts Based on Shape Components.” IEEE Computer Graphics and Applications 21 (3): 70–85. https://doi.org/10.1109/38.920629.
Noordzij, Gerrit. 2006. The Stroke: Theory of Writing. Princeton Architectural Press. https://hyphenpress.co.uk/products/books/978-0-907259-30-5/.
Paldia, Filip. 2016. “Skeleton Type Design Manifesto.” Skeleton Type Design Manifesto. 2016. https://skeletonmanifesto.letterinkapp.com.
———. 2018. “Five Reasons to Convert to Skeletons.” August 2018. https://www.lttrink.com/blog/2018-08-five-reasons-to-convert-to-skeletons.

Citation

If this work is useful for your research, please cite it as:

@phdthesis{paldia2025generative,
  title={Research and development of generative neural networks for type design},
  author={Paldia, Filip},
  year={2025},
  school={Academy of Fine Arts and Design in Bratislava},
  address={Bratislava, Slovakia},
  type={Doctoral thesis},
  url={https://lttrface.com/doctoral-thesis/},
  note={Department of Visual Communication, Studio Typo}
}