Sketch Generation with Drawing Process Guided by Vector Flow and Grayscale
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Abstract (arXiv)
We propose a novel image-to-pencil translation method that could not only generate high-quality pencil sketches but also offer the drawing process. Existing pencil sketch algorithms are based on texture rendering rather than the direct imitation of strokes, making them unable to show the drawing process but only a final result. To address this challenge, we first establish a pencil stroke imitation mechanism. Next, we develop a framework with three branches to guide stroke drawing: the first branch guides the direction of the strokes, the second branch determines the shade of the strokes, and the third branch enhances the details further. Under this framework's guidance, we can produce a pencil sketch by drawing one stroke every time. Our method is fully interpretable. Comparison with existing pencil drawing algorithms shows that our method is superior to others in terms of texture quality, style, and user evaluation.
Key facts. Cited by 8 papers in the map (data through 14 Oct 2026). First posted on arXiv 16 Dec 2020.
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Citing papers per year: 2022: 2; 2023: 2; 2024: 2; 2025: 1; 2026: 1.
8 papers.
- 2022CLIPascene: Scene Sketching with Different Types and Levels of Abstractioncited by 64
- 2023DiffSketcher: Text Guided Vector Sketch Synthesis through Latent Diffusion Modelscited by 54
- 2022Im2Oil: Stroke-Based Oil Painting Rendering with Linearly Controllable Fineness Via Adaptive Samplingcited by 9
- 2024Freehand Sketch Generation from Mechanical Componentscited by 8
- 2024CraftSVG: Multi-Object Text-to-SVG Synthesis via Layout Guided Diffusioncited by 3
- 2025Sketch & Paint: Stroke-by-Stroke Evolution of Visual Artworkscited by 1
- 2023CLIPDraw++: Text-to-Sketch Synthesis with Simple Primitivescited by 0
- 2026Data-Efficient Brushstroke Generation with Diffusion Models for Oil Paintingcited by 0
- 2026Data-Efficient Brushstroke Generation with Diffusion Models for Oil Painting1 Mar 2026
- 2025Sketch & Paint: Stroke-by-Stroke Evolution of Visual Artworks27 Feb 2025
- 2024Freehand Sketch Generation from Mechanical Components12 Aug 2024
- 2024CraftSVG: Multi-Object Text-to-SVG Synthesis via Layout Guided Diffusion30 Mar 2024
- 2023CLIPDraw++: Text-to-Sketch Synthesis with Simple Primitives4 Dec 2023
- 2023DiffSketcher: Text Guided Vector Sketch Synthesis through Latent Diffusion Models26 Jun 2023
- 2022CLIPascene: Scene Sketching with Different Types and Levels of Abstraction30 Nov 2022
- 2022Im2Oil: Stroke-Based Oil Painting Rendering with Linearly Controllable Fineness Via Adaptive Sampling27 Sep 2022