Vectorization of Line Drawings via PolyVector Fields
Not on the map. Why?
Abstract (arXiv)
Image tracing is a foundational component of the workflow in graphic design, engineering, and computer animation, linking hand-drawn concept images to collections of smooth curves needed for geometry processing and editing. Even for clean line drawings, modern algorithms often fail to faithfully vectorize junctions, or points at which curves meet; this produces vector drawings with incorrect connectivity. This subtle issue undermines the practical application of vectorization tools and accounts for hesitance among artists and engineers to use automatic vectorization software. To address this issue, we propose a novel image vectorization method based on state-of-the-art mathematical algorithms for frame field processing. Our algorithm is tailored specifically to disambiguate junctions without sacrificing quality.
Key facts. Cited by 16 papers in the map (data through 7 Oct 2026). First posted on arXiv 5 Jan 2018.
Builds on
No reference list yet.
Built on by
Citing papers per year: 2021: 5; 2022: 1; 2023: 5; 2024: 1; 2025: 4.
16 papers.
Sort:
By area:
- 2021Im2Vec: Synthesizing Vector Graphics without Vector Supervisioncited by 114
- 2021CanvasVAE: Learning to Generate Vector Graphic Documentscited by 93
- 2022Learning to generate line drawings that convey geometry and semanticscited by 82
- 2021De-rendering Stylized Textscited by 24
- 2023VecFusion: Vector Font Generation with Diffusioncited by 20
- 2025DuetSVG: Unified Multimodal SVG Generation with Internal Visual Guidancecited by 6
- 2023Text-guided Image-and-Shape Editing and Generation: A Short Surveycited by 3
- 2023Building Footprint Extraction in Dense Areas using Super Resolution and Frame Field Learningcited by 3
- 2021MARVEL: Raster Manga Vectorization via Primitive-wise Deep Reinforcement Learningcited by 2
- 2024Historical Astronomical Diagrams Decomposition in Geometric Primitivescited by 2
- 2025From Fragment to One Piece: A Survey on AI-Driven Graphic Designcited by 2
- 2025A Multimodal Approach to Alzheimer's Diagnosis: Geometric Insights from Cube Copying and Cognitive Assessmentscited by 1
4 more
- 2021Robust reconstructions by multi-scale/irregular tangential coveringcited by 0
- 2023Improving Image Tracing with Convolutional Autoencoders by High-Pass Filter Preprocessingcited by 0
- 2023Optimize and Reduce: A Top-Down Approach for Image Vectorizationcited by 0
- 2025DOGE: Differentiable Bezier Graph Optimization for Road Network Extractioncited by 0
- 2025A Multimodal Approach to Alzheimer's Diagnosis: Geometric Insights from Cube Copying and Cognitive Assessments18 Dec 2025
- 2025DuetSVG: Unified Multimodal SVG Generation with Internal Visual Guidance11 Dec 2025
- 2025DOGE: Differentiable Bezier Graph Optimization for Road Network Extraction25 Nov 2025
- 2025From Fragment to One Piece: A Survey on AI-Driven Graphic Design24 Mar 2025
- 2024Historical Astronomical Diagrams Decomposition in Geometric Primitives13 Mar 2024
- 2023Optimize and Reduce: A Top-Down Approach for Image Vectorization18 Dec 2023
- 2023VecFusion: Vector Font Generation with Diffusion16 Dec 2023
- 2023Building Footprint Extraction in Dense Areas using Super Resolution and Frame Field Learning4 Sep 2023
- 2023Improving Image Tracing with Convolutional Autoencoders by High-Pass Filter Preprocessing15 Jun 2023
- 2023Text-guided Image-and-Shape Editing and Generation: A Short Survey18 Apr 2023
- 2022Learning to generate line drawings that convey geometry and semantics23 Mar 2022
- 2021Robust reconstructions by multi-scale/irregular tangential covering10 Nov 2021
4 more
- 2021MARVEL: Raster Manga Vectorization via Primitive-wise Deep Reinforcement Learning10 Oct 2021
- 2021De-rendering Stylized Texts5 Oct 2021
- 2021CanvasVAE: Learning to Generate Vector Graphic Documents3 Aug 2021
- 2021Im2Vec: Synthesizing Vector Graphics without Vector Supervision4 Feb 2021
- 2023VecFusion: Vector Font Generation with Diffusioncited by 20
- 2023VecFusion: Vector Font Generation with Diffusion16 Dec 2023
- 2021Im2Vec: Synthesizing Vector Graphics without Vector Supervisioncited by 114
- 2021CanvasVAE: Learning to Generate Vector Graphic Documentscited by 93
- 2022Learning to generate line drawings that convey geometry and semanticscited by 82
- 2021De-rendering Stylized Textscited by 24
- 2023Text-guided Image-and-Shape Editing and Generation: A Short Surveycited by 3
- 2023Building Footprint Extraction in Dense Areas using Super Resolution and Frame Field Learningcited by 3
- 2021MARVEL: Raster Manga Vectorization via Primitive-wise Deep Reinforcement Learningcited by 2
- 2024Historical Astronomical Diagrams Decomposition in Geometric Primitivescited by 2
- 2025From Fragment to One Piece: A Survey on AI-Driven Graphic Designcited by 2
- 2025A Multimodal Approach to Alzheimer's Diagnosis: Geometric Insights from Cube Copying and Cognitive Assessmentscited by 1
- 2021Robust reconstructions by multi-scale/irregular tangential coveringcited by 0
- 2023Improving Image Tracing with Convolutional Autoencoders by High-Pass Filter Preprocessingcited by 0
12 most cited of 14 All 14 (JSON)
- 2025A Multimodal Approach to Alzheimer's Diagnosis: Geometric Insights from Cube Copying and Cognitive Assessments18 Dec 2025
- 2025DOGE: Differentiable Bezier Graph Optimization for Road Network Extraction25 Nov 2025
- 2025From Fragment to One Piece: A Survey on AI-Driven Graphic Design24 Mar 2025
- 2024Historical Astronomical Diagrams Decomposition in Geometric Primitives13 Mar 2024
- 2023Optimize and Reduce: A Top-Down Approach for Image Vectorization18 Dec 2023
- 2023Building Footprint Extraction in Dense Areas using Super Resolution and Frame Field Learning4 Sep 2023
- 2023Improving Image Tracing with Convolutional Autoencoders by High-Pass Filter Preprocessing15 Jun 2023
- 2023Text-guided Image-and-Shape Editing and Generation: A Short Survey18 Apr 2023
- 2022Learning to generate line drawings that convey geometry and semantics23 Mar 2022
- 2021Robust reconstructions by multi-scale/irregular tangential covering10 Nov 2021
- 2021MARVEL: Raster Manga Vectorization via Primitive-wise Deep Reinforcement Learning10 Oct 2021
- 2021De-rendering Stylized Texts5 Oct 2021
12 newest of 14 All 14 (JSON)