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All Projects → MarkMoHR → Awesome Sketch Synthesis

MarkMoHR / Awesome Sketch Synthesis

📚 A collection of papers about Sketch Synthesis (Generation).

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Awesome-Sketch-Synthesis

Awesome

A collection of papers about Sketch Synthesis (Generation). Mainly focus on stroke-level vector sketch synthesis.

Feel free to create a PR or an issue.

examples

Outlines

1. Datasets

Here Vector strokes means having svg data. With photos means having the photo-sketch paired data.

Level Dataset Source Vector strokes With photos Notes
Characters Omniglot ✔️ ❌ Alphabets characters
KanjiVG ✔️ ❌ Chinese characters
Kuzushiji ❌ ❌ Japanese characters
Instance-level TU-Berlin SIGGRAPH 2012 ✔️ ❌ Multi-category hand sketches
Sketchy SIGGRAPH 2016 ✔️ ✔️ Multi-category photo-sketch paired
QuickDraw ICLR 2018 ✔️ ❌ Multi-category hand sketches
QMUL-Shoe-Chair-V2 CVPR 2016 ✔️ ✔️ Only two categories
Sketch Perceptual Grouping (SPG) ECCV 2018 ✔️ ❌ With part-level semantic segmentation information
FaceX AAAI 2019 ✔️ ❌ Labeled facial sketches
Creative Sketch ICLR 2021 ✔️ ❌ With annotated part segmentation
Scene-level Photo-Sketching WACV 2019 ✔️ ✔️ ScenePhoto-sketch paired
SketchyScene ECCV 2018 ❌ ✔️ With semantic/instance segmentation information
CMPlaces TPAMI 2018 ❌ ✔️ Cross-modal scene dataset
Context-Skecth Expressive 2018 ❌ ✔️ Context-based scene sketches for co-classification
SketchyCOCO CVPR 2020 ❌ ✔️ Scene sketch, segmentation and normal images
Rough sketch Da Vinci CGI 2018 ❌ ✔️ Line drawing restoration dataset
OpenSketch SIGGRAPH Asia 2019 ✔️ ❌ Product Design Sketches
Rough Sketch Benchmark SIGGRAPH Asia 2020 ✔️ ✔️ Rough and clean sketch pairs

2. Sketch-Synthesis Approaches

1) Category-to-sketch

Level Paper Source Code/Project Link
Instance-level A Neural Representation of Sketch Drawings (sketch-rnn) ICLR 2018 [Code] [Project] [Demo]
Sketch-pix2seq: a Model to Generate Sketches of Multiple Categories [Code]
AI-Sketcher : A Deep Generative Model for Producing High-Quality Sketches AAAI 2019 [Project]
Stroke-based sketched symbol reconstruction and segmentation (stroke-rnn)
BézierSketch: A generative model for scalable vector sketches ECCV 2020
Pixelor: A Competitive Sketching AI Agent. So you think you can beat me? SIGGRAPH Asia 2020 [Project] [Code]
Creative Sketch Generation ICLR 2021 [Project] [Code]

2) Photo-to-sketch

  • vector image generation
Data type Paper Source Code/Project Link
Facial Style and abstraction in portrait sketching TOG 2013
Making Robots Draw A Vivid Portrait In Two Minutes IROS 2020 [Code] [Project]
RoboCoDraw: Robotic Avatar Drawing with GAN-based Style Transfer and Time-efficient Path Optimization AAAI 2020 [Code]
Instance-level Free-Hand Sketch Synthesis with Deformable Stroke Models IJCV 2017 [Project] [code]
Learning to Sketch with Shortcut Cycle Consistency CVPR 2018 [Code1] [Code2]
Learning Deep Sketch Abstraction CVPR 2018
Technical Drawings Deep Vectorization of Technical Drawings ECCV 2020
Scene-level Sketch Generation with Drawing Process Guided by Vector Flow and Grayscale AAAI 2021 [Code]
  • pixelwise image generation
Level Paper Source Code/Project Link
Facial APDrawingGAN: Generating Artistic Portrait Drawings from Face Photos with Hierarchical GANs CVPR 2019 [Code] [Demo]
Instance-level Deep Factorised Inverse-Sketching ECCV 2018
Making better use of edges for sketch generation JEI 2018
Synthesizing human-like sketches from natural images using a conditional convolutional decoder WACV 2020 [Code]
Scene-level Photo-Sketching: Inferring Contour Drawings from Images WACV 2019 [Code] [Project]

3) Text/Attribute-to-sketch

Level Paper Source Code/Project Link
Scene-level Scones: Towards Conversational Authoring of Sketches IUI 2020
Scene-level Sketchforme: Composing Sketched Scenes from Text Descriptions for Interactive Applications UIST 2019
Facial Text2Sketch: Learning Face Sketch from Facial Attribute Text ICIP 2018

4) 3D shape-to-sketch

Paper Source Code/Project Link
DeepShapeSketch : Generating hand drawing sketches from 3D objects IJCNN 2019
Neural Contours: Learning to Draw Lines from 3D Shapes CVPR 2020 [project] [code]

5) Sketch(pixelwise)-to-sketch(vector)

This means translating a pixelwise sketch into a sequential sketch imitating human's drawing order. The appearance of the sequential sketch is exactly the same as the pixelwise one.

Paper Source Code/Project Link
Animated Construction of Line Drawings SIGGRAPH ASIA 2011 [Project] [code] [Demo]

6) Art-to-sketch

Here we list sketch synthesis based on other image types, like Manga, line art, rough sketch, etc.

  • Hand drawn line art / rough sketch (a.k.a. Vectorization / Sketch Simplification)

a) Datasets and benchmark

Paper Source Code/Project Link
A Benchmark for Rough Sketch Cleanup SIGGRAPH Asia 2020 [Project] [Code]

b) Traditional approaches

Paper Source Code/Project Link
Topology-Driven Vectorization of Clean Line Drawings TOG 2013
Closure-aware Sketch Simplification SIGGRAPH Asia 2015 [Project]
Fidelity vs. Simplicity: a Global Approach to Line Drawing Vectorization SIGGRAPH 2016 [Project]
StrokeAggregator: Consolidating Raw Sketches into Artist-Intended Curve Drawings SIGGRAPH 2018 [Project]
A Delaunay triangulation based approach for cleaning rough sketches C&G 2018 [Code]
Inertia-based Fast Vectorization of Line Drawings PG 2019
Vectorization of Line Drawings via Polyvector Fields TOG 2019 [Code]
Integer-Grid Sketch Simplification and Vectorization SGP 2020 [Project] [Code]

c) Learning-based approaches

Paper Source Code/Project Link
Learning to Simplify: Fully Convolutional Networks for Rough Sketch Cleanup SIGGRAPH 2016 [Code] [Project]
Mastering Sketching: Adversarial Augmentation for Structured Prediction SIGGRAPH 2018 [Code] [Project]
Real-Time Data-Driven Interactive Rough Sketch Inking SIGGRAPH 2018 [Code] [Project]
Perceptual-aware Sketch Simplification Based on Integrated VGG Layers TVCG 2019
Semantic Segmentation for Line Drawing Vectorization Using Neural Networks EG 2018 [project] [code]
Deep Line Drawing Vectorization via Line Subdivision and Topology Reconstruction PG 2019
  • Manga (Comics)
Paper Source Code/Project Link
Deep extraction of manga structural lines SIGGRAPH 2017 [Code]

3. Vector Graphics Generation

Here we focus on learning-based vector graphics generation without depending on vector training data.

  • Using external black-box (non-differentiable) rendering simulator
Paper Source Code/Project Link
Synthesizing Programs for Images using Reinforced Adversarial Learning ICML 2018 [Code]
Unsupervised Doodling and Painting with Improved SPIRAL arxiv 1910 [Project]
  • Using built-in differentiable rendering module
Paper Source Code/Project Link
Im2Vec: Synthesizing Vector Graphics without Vector Supervision CVPR 2021 [Project] [code]
Stylized Neural Painting CVPR 2021 [Code] [project]
Learning to Paint With Model-based Deep Reinforcement Learning ICCV 2019 [code]
Strokenet: A neural painting environment ICLR 2019 [Code]
Neural Painters: A learned differentiable constraint for generating brushstroke paintings arxiv 1904 [Code]
Learning to Sketch with Deep Q Networks and Demonstrated Strokes arxiv 1810
Unsupervised Image to Sequence Translation with Canvas-Drawer Networks arxiv 1809
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