mlsanityData to 14 Oct 2026

Computational Scaffolding of Composition, Value, and Color for Disciplined Drawing

arXiv 2509.17268 ↗First posted 21 Sep 2025cs.HC cs.CVcited by 2

Not on the map. Why?

Abstract (arXiv)

One way illustrators engage in disciplined drawing - the process of drawing to improve technical skills - is through studying and replicating reference images. However, for many novice and intermediate digital artists, knowing how to approach studying a reference image can be challenging. It can also be difficult to receive immediate feedback on their works-in-progress. To help these users develop their professional vision, we propose ArtKrit, a tool that scaffolds the process of replicating a reference image into three main steps: composition, value, and color. At each step, our tool offers computational guidance, such as adaptive composition line generation, and automatic feedback, such as value and color accuracy. Evaluating this tool with intermediate digital artists revealed that ArtKrit could flexibly accommodate their unique workflows. Our code and supplemental materials are available at https://majiaju.io/artkrit .

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 15 of its 88 references that are in the map. First posted on arXiv 21 Sep 2025.

Builds on

15 of 88 references.

References · 15

  1. 2015Deep Residual Learning for Image Recognitioncited by 52,096
  2. 2023Segment Anythingcited by 8,234
  3. 2023Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detectioncited by 3,332
  4. 2024Grounded SAM: Assembling Open-World Models for Diverse Visual Taskscited by 929
  5. 2020Deep Hough Transform for Semantic Line Detectioncited by 44
  6. 2020Why Do Line Drawings Work? A Realism Hypothesiscited by 28
  7. 2024Generating Automatic Feedback on UI Mockups with Large Language Modelscited by 23
  8. 2023The Prompt Artistscited by 21
  9. 2016Detecting Dominant Vanishing Points in Natural Scenes with Application to Composition-Sensitive Image Retrievalcited by 11
  10. 2022When happy accidents spark creativity: Bringing collaborative speculation to life with generative AIcited by 9
  11. 2021dualFace:Two-Stage Drawing Guidance for Freehand Portrait Sketchingcited by 8
  12. 2016How2Sketch: Generating Easy-To-Follow Tutorials for Sketching 3D Objectscited by 5
3 more
  1. 2021What We Can Learn From Visual Artists About Software Developmentcited by 4
  2. 2025Phraselette: A Poet's Procedural Palettecited by 4
  3. 2024Exploring Interactive Color Palettes for Abstraction-Driven Exploratory Image Colorizationcited by 1

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2026: 2.

2 papers.