A collection of sketch based applications.
Feel free to create a PR or an issue.
Outline
- 0. Survey
- 1. Sketch Based Image Synthesis
- 2. Sketch Based Image Editing
- 3. Sketch Based Image Retrieval (SBIR)
- 4. Sketch Based 3D Shape Retrieval
- 5. Sketch Based 3D Shape Modeling
- 6. Sketch Based Garment Design
- 7. Sketch Completion
- 8. Manga Restoration, Retargeting and Inpainting
- 9. Sketch and Shading
- 10. Sketch Enhancement
- 11. Sketch-Guided Object Localization
- 12. Sketch-Guided Video Synthesis
- 13. Sketch Recognition
- 14. Sketch Segmentation and Perceptual Grouping
- 15. Sketch Representation Learning
- 16. Sketch and Visual Correspondence
- 17. Sketch Animation/Inbetweening
- 18. Sketch and AR/VR
- 19. Sketch Based Incremental Learning
- 20. Sketch Quality Measurement
- 21. Cloud Augmentation with Sketches
- 22. Sketch and Re-identification
Paper | Source | Code/Project Link |
---|---|---|
Deep Learning for Free-Hand Sketch: A Survey | TPAMI 2022 | [code] |
- Natural Image or Object
- Human Face / Portrait
Paper | Source | Code/Project Link |
---|---|---|
TextureGAN: Controlling Deep Image Synthesis with Texture Patches | CVPR 2018 | [code] |
Multimodal Unsupervised Image-to-Image Translation | ECCV 2018 | [code] |
SketchPatch: Sketch Stylization via Seamless Patch-level Synthesis | SIGGRAPH Asia 2020 | |
Self-Supervised Sketch-to-Image Synthesis | AAAI 2021 | [code] |
CoGS: Controllable Generation and Search from Sketch and Style | ECCV 2022 | |
Adaptively-Realistic Image Generation from Stroke and Sketch with Diffusion Model | WACV 2023 | [project] [code] |
Paper | Source | Code/Project Link |
---|---|---|
Sketch-Guided Text-to-Image Diffusion Models | arxiv 22.11 | [project] |
- Image Editing
- Video Editing
Paper | Source | Code/Project Link |
---|---|---|
DeepFaceVideoEditing: Sketch-based Deep Editing of Face Videos | SIGGRAPH 2022 | [project] |
- Object-level
- Scene-level
- Video Retrieval
Paper | Source | Code/Project Link |
---|---|---|
Fine-Grained Instance-Level Sketch-Based Video Retrieval | TCSVT 2020 |
- Free-hand sketch
- CAD sketch
Paper | Source | Code/Project Link |
---|---|---|
Lifting Freehand Concept Sketches into 3D | SIGGRAPH Asia 2020 | [project] [code] |
Sketch2CAD: Sequential CAD Modeling by Sketching in Context | SIGGRAPH Asia 2020 | [project] [code] |
Free2CAD: Parsing Freehand Drawings into CAD Commands | SIGGRAPH 2022 | [project] [code] |
Symmetry-driven 3D Reconstruction From Concept Sketches | SIGGRAPH 2022 | [project] |
Piecewise-smooth Surface Fitting Onto Unstructured 3D Sketches | SIGGRAPH 2022 | [project] |
Paper | Source | Code/Project Link |
---|---|---|
Sketching Folds: Developable Surfaces from Non-Planar Silhouettes | TOG 2015 | [project] |
FoldSketch: Enriching Garments with Physically Reproducible Folds | SIGGRAPH 2018 | [project] |
Learning a Shared Shape Space for Multimodal Garment Design | SIGGRAPH Asia 2018 | [project] |
Garment Ideation: Iterative view-aware sketch-based garment modeling | 3DV 2022 | [code] |
- Sketch completion
- Sketch gap / connectivity detection
Paper | Source | Code/Project Link |
---|---|---|
Joint Gap Detection and Inpainting of Line Drawings | CVPR 2017 | [project] [code] |
Detecting Viewer-Perceived Intended Vector Sketch Connectivity | SIGGRAPH 2022 | [project] |
Paper | Source | Code/Project Link |
---|---|---|
Exploiting Aliasing for Manga Restoration | CVPR 2021 | [webpage] [code] |
Seamless Manga Inpainting with Semantics Awareness | SIGGRAPH 2021 | [webpage] [code] |
Screentone-Preserved Manga Retargeting | arxiv 22.03 |
Paper | Source | Code/Project Link |
---|---|---|
Learning to Shadow Hand-drawn Sketches | CVPR 2020 | [project] [code] |
SmartShadow: Artistic Shadow Drawing Tool for Line Drawings | ICCV 2021 | [project] |
Paper | Source | Code/Project Link |
---|---|---|
SketchMan: Learning to Create Professional Sketches | ACM MM 2020 | [code] |
Paper | Source | Code/Project Link |
---|---|---|
Sketch-Guided Object Localization in Natural Images | ECCV 2020 | [project] [code] |
Localizing Infinity-shaped fishes: Sketch-guided object localization in the wild | arxiv 2109 | [code] |
Paper | Source | Code/Project Link |
---|---|---|
Deep Sketch-guided Cartoon Video Inbetweening | TVCG 2021 | [code] |
- Semantic / Instance Segmentation
Type | Paper | Source | Code/Project Link |
Pixelwise | SPFusionNet: Sketch Segmentation Using Multi-modal Data Fusion | ICME 2019 | |
SketchyScene: Richly-Annotated Scene Sketches (scene-level) | ECCV 2018 | [code] | |
Exploring Local Detail Perception for Scene Sketch Semantic Segmentation (scene-level) | TIP 2022 | ||
Stroke-level | Free Hand-Drawn Sketch Segmentation | ECCV 2012 | |
Data-driven Segmentation and Labeling of Freehand Sketches | SIGGRAPH Asia 2014 | [code] [project] [dataset] | |
Example-Based Sketch Segmentation and Labeling Using CRFs | TOG 2016 | ||
SketchSegNet+: An End-to-End Learning of RNN for Multi-Class Sketch Semantic Segmentation | IEEE Access 2019 | ||
Fast Sketch Segmentation and Labeling With Deep Learning | CGA 2019 | ||
Stroke-based sketched symbol reconstruction and segmentation | CGA 2020 | ||
SketchGNN: Semantic Sketch Segmentation with Graph Neural Networks | TOG 2021 | [code] | |
One Sketch for All: One-Shot Personalized Sketch Segmentation | TIP 2022 |
- Panoptic Segmentation
Type | Paper | Source | Code/Project Link |
Vector | FloorPlanCAD: A Large-Scale CAD Drawing Dataset for Panoptic Symbol Spotting | ICCV 2021 | [project] |
GAT-CADNet: Graph Attention Network for Panoptic Symbol Spotting in CAD Drawings | CVPR 2022 | ||
CADTransformer: Panoptic Symbol Spotting Transformer for CAD Drawings | CVPR 2022 | [code] |
- Perceptual Grouping
Type | Paper | Source | Code/Project Link |
Stroke-level | Sketching by perceptual grouping | ICIP 2013 | |
Making Better Use of Edges via Perceptual Grouping | CVPR 2015 | ||
Universal Sketch Perceptual Grouping / Toward Deep Universal Sketch Perceptual Grouper | ECCV 2018 / TIP 2019 | [code] |
- Stroke order importance/saliency, sketch abstraction
Paper | Source | Code/Project Link | Data Manner | Related Applications |
---|---|---|---|---|
Learning Deep Sketch Abstraction | CVPR 2018 | Vector/stroke-level | FG-SBIR | |
Goal-Driven Sequential Data Abstraction | ICCV 2019 | Vector/stroke-level | Sketch recognition | |
Pixelor: a competitive sketching AI agent. So you think you can sketch? | SIGGRAPH Asia 2020 | [Project] [Code] | Vector/stroke-level | Sketch synthesis and recognition |
SketchAA: Abstract Representation for Abstract Sketches | ICCV 2021 | Vector/stroke-level | Sketch recognition, FB-SBIR, sketch healing | |
CLIPasso: Semantically-Aware Object Sketching | SIGGRAPH 2022 | [project] [code] | Vector/stroke-level | |
Abstracting Sketches through Simple Primitives | ECCV 2022 | [code] | Vector/stroke-level | Sketch recognition, FG-SBIR |
- Supervised Representation Learning
Paper | Source | Code/Project Link | Data Manner | Related Applications |
---|---|---|---|---|
A Neural Representation of Sketch Drawings (Sketch-RNN) | ICLR 2018 | [code] | Vector/stroke-level | Reconstruction and interpolation |
A Learned Representation for Scalable Vector Graphics | ICCV 2019 | [code] | SVG | Font design |
SketchHealer: A Graph-to-Sequence Network for Recreating Partial Human Sketches | BMVC 2020 | [code] | Vector/stroke-level | Sketch recognition, retrieval, completion and analogy |
Sketchformer: Transformer-based Representation for Sketched Structure | CVPR 2020 | [code] | Vector/stroke-level | Sketch classification, SBIR, reconstruction and interpolation |
CoSE: Compositional Stroke Embeddings | NeurIPS 2020 | [Code] | Vector/stroke-level | Auto-completing diagrams |
DeepSVG: A Hierarchical Generative Network for Vector Graphics Animation | NeurIPS 2020 | [Code] [Project] | SVG | Vector Graphics Animation, reconstruction and interpolation |
Im2Vec: Synthesizing Vector Graphics without Vector Supervision | CVPR 2021 | [Project] [code] | SVG | Vector Graphics reconstruction and interpolation |
DeepVecFont: Synthesizing High-quality Vector Fonts via Dual-modality Learning | SIGGRAPH Asia 2021 | [Project] [code] | SVG | Vector font generation and interpolation |
SketchODE: Learning neural sketch representation in continuous time | ICLR 2022 | [Project] | Vector/Stroke-level | Continuous-time representation, reconstruction & interpolation |
Linking Sketch Patches by Learning Synonymous Proximity for Graphic Sketch Representation | AAAI 2023 | [code] | Vector/Stroke-level | Sketch synthesis and sketch healing |
- Self-supervised Representation Learning
Paper | Source | Code/Project Link | Data Manner | Related Applications |
---|---|---|---|---|
Deep Self-Supervised Representation Learning for Free-Hand Sketch | TCSVT 2020 | [Code] | Vector/stroke-level | Retrieval and recognition |
Sketch-BERT: Learning Sketch Bidirectional Encoder Representation from Transformers by Self-supervised Learning of Sketch Gestalt | CVPR 2020 | [Code] | Vector/stroke-level | Sketch recognition, retrieval, and gestalt |
Vectorization and Rasterization: Self-Supervised Learning for Sketch and Handwriting | CVPR 2021 | [Code] | Both Vector and Raster-level | Recognition |
- Few/Zero-shot Learning
Paper | Source | Code/Project Link | Data Manner | Related Applications |
---|---|---|---|---|
On Learning Semantic Representations for Large-Scale Abstract Sketches | TCSVT 2020 | [Code] | Bitmap and Vector | Retrieval and recognition |
Sketch Fewer to Recognize More by Learning a Co-Regularized Sparse Representation | TCSVT 2019 | few-shot classification |
- Other kinds of sketch representation
Paper | Source | Code/Project Link | Data Manner | Related Applications |
---|---|---|---|---|
SketchLattice: Latticed Representation for Sketch Manipulation | ICCV 2021 | [code] | Lattice graph | Sketch healing and image-to-sketch synthesis |
- Datasets
Name | Paper | Source | Code/Project Link |
---|---|---|---|
CreativeFlow+ | Creative Flow+ Dataset | CVPR 2019 | [code] |
ATD-12K | Deep animation video interpolation in the wild | CVPR 2021 | [code] |
AnimeRun | AnimeRun: 2D Animation Correspondence from Open Source 3D Movies | NeurIPS 2022 | [code] |
- Methods
- Inbetweening
Paper | Source | Representation | Code/Project Link |
---|---|---|---|
BetweenIT: An Interactive Tool for Tight Inbetweening | CGF 2010 | stroke | |
Context-Aware Computer Aided Inbetweening | TVCG 2017 | stroke | |
FTP-SC: Fuzzy Topology Preserving Stroke Correspondence | SCA 2018 | stroke | [webpage] [video] |
Cacani: 2d animation and inbetween software | / | stroke | [software] |
Optical Flow Based Line Drawing Frame Interpolation Using Distance Transform to Support Inbetweenings | ICIP 2019 | raster | |
Stroke-Based Drawing and Inbetweening with Boundary Strokes | CGF 2021 | stroke |
- Animation
Paper | Source | Representation | Code/Project Link |
---|---|---|---|
Autocomplete Hand-drawn Animations | SIGGRAPH Asia 2015 | stroke | [webpage] [video] |
Live Sketch: Video-driven Dynamic Deformation of Static Drawings | CHI 2018 | vector | [video] |
Animated Drawings (Meta AI) | 2021 | image | [demo] |
Animating Portrait Line Drawings from a Single Face Photo and a Speech Signal | SIGGRAPH 2022 | image | [code] |
Paper | Source | Code/Project Link |
---|---|---|
SweepCanvas: Sketch-based 3D Prototyping on an RGB-D Image | UIST 2017 | [video] |
Model-Guided 3D Sketching | TVCG 2018 | [video] |
Mobi3DSketch: 3D Sketching in Mobile AR | CHI 2019 | [video] |
Interactive Liquid Splash Modeling by User Sketches | SIGGRAPH Asia 2020 | [video] |
Towards 3D VR-Sketch to 3D Shape Retrieval | 3DV 2020 | [code] [project] |
3D Curve Creation on and around Physical Objects with Mobile AR | TVCG 2021 | [video] |
HandPainter - 3D Sketching in VR with Hand-based Physical Proxy | CHI 2021 | [video] |
Fine-Grained VR Sketching: Dataset and Insights | 3DV 2021 | [code] |
Structure-Aware 3D VR Sketch to 3D Shape Retrieval | 3DV 2022 | [code] |
Paper | Source | Code/Project Link |
---|---|---|
Doodle It Yourself: Class Incremental Learning by Drawing a Few Sketches | CVPR 2022 | [code] |
Paper | Source | Code/Project Link |
---|---|---|
Finding Badly Drawn Bunnies | CVPR 2022 |
Paper | Source | Code/Project Link |
---|---|---|
Cloud2Sketch: Augmenting Clouds with Imaginary Sketches | ACM MM 2022 | [project] |
Paper | Source | Code/Project Link |
---|---|---|
Cross-Compatible Embedding and Semantic Consistent Feature Construction for Sketch Re-identification | ACM MM 2022 | [code] |