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All Projects → MarkMoHR → Awesome Sketch Based Applications

MarkMoHR / Awesome Sketch Based Applications

📚 A collection of sketch based application papers.

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Awesome-Sketch-Based-Applications

A collection of sketch based applications.

Feel free to create a PR or an issue.

Outline

1. Sketch Based Image Synthesis

1.1 Automatic Synthesis

Paper Source Code/Project Link
SketchyGAN: Towards Diverse and Realistic Sketch to Image Synthesis CVPR 2018 [code]
Image Generation from Sketch Constraint Using Contextual GAN ECCV 2018 [code] [project]
Multi-Instance Sketch to Image Synthesis With Progressive Generative Adversarial Networks IEEE Access 2019
Interactive Sketch & Fill: Multiclass Sketch-to-Image Translation ICCV 2019 [code] [project]
LinesToFacePhoto: Face Photo Generation from Lines with Conditional Self-Attention Generative Adversarial Network ACM MM 2019
SketchyCOCO: Image Generation from Freehand Scene Sketches CVPR 2020 [code]
DeepFaceDrawing: Deep Generation of Face Images from Sketches SIGGRAPH 2020 [project] [code]
Unsupervised Sketch-to-Photo Synthesis ECCV 2020 [code] [project]
DeepFacePencil: Creating Face Images from Freehand Sketches ACM MM 2020

1.2 Style-based Synthesis

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]

2. Sketch Based Image Editing

Paper Source Code/Project Link
FaceShop: Deep Sketch-based Face Image Editing SIGGRAPH 2018 [project]
Sparse, Smart Contours to Represent and Edit Images CVPR 2018 [project]
Example-Guided Style-Consistent Image Synthesis from Semantic Labeling CVPR 2019 [code]
Free-Form Image Inpainting with Gated Convolution (DeepFill v2) ICCV 2019 [project] [code]
SC-FEGAN: Face Editing Generative Adversarial Network With User's Sketch and Color ICCV 2019 [code]
Fashion Editing with Multi-scale Attention Normalization 1906.00884
Intuitive, Interactive Beard and Hair Synthesis with Generative Models CVPR 2020
Deep Plastic Surgery: Robust and Controllable Image Editing with Human-Drawn Sketches ECCV 2020 [code] [project]

3. Sketch Based Image Retrieval (SBIR)

  • Object-level
Paper Source Code/Project Link
Sketch Me That Shoe CVPR 2016 [code-caffe] [code-tf] [project]
Deep Multi-task Attribute-driven Ranking for Fine-grained Sketch-based Image Retrieval BMVC 2016
Deep Sketch Hashing: Fast Free-hand Sketch-Based Image Retrieval CVPR 2017 [code]
Deep Spatial-Semantic Attention for Fine-Grained Sketch-Based Image Retrieval ICCV 2017 [project]
Zero-Shot Sketch-Image Hashing CVPR 2018
SketchMate: Deep Hashing for Million-Scale Human Sketch Retrieval CVPR 2018
Generative Domain-Migration Hashing for Sketch-to-Image Retrieval ECCV 2018 [code]
A Zero-Shot Framework for Sketch Based Image Retrieval ECCV 2018 [code]
Generalising Fine-Grained Sketch-Based Image Retrieval CVPR 2019
Doodle to Search: Practical Zero-Shot Sketch-Based Image Retrieval CVPR 2019 [project] [code]
LiveSketch: Query Perturbations for Guided Sketch-Based Visual Search CVPR 2019
Semantically Tied Paired Cycle Consistency for Zero-Shot Sketch-Based Image Retrieval CVPR 2019 [code]
Generative Model for Zero-Shot Sketch-Based Image Retrieval CVPRW 2019
Learning Structural Representations via Dynamic Object Landmarks Discovery for Sketch Recognition and Retrieval TIP 2019
Stacked Semantic-Guided Network for Zero-Shot Sketch-Based Image Retrieval 1904.01971
Semantic-Aware Knowledge Preservation for Zero-Shot Sketch-Based Image Retrieval ICCV 2019
Semantic Adversarial Network for Zero-Shot Sketch-Based Image Retrieval 1905.02327
TC-Net for iSBIR: Triplet Classification Network for Instance-level Sketch Based Image Retrieval ACM MM 2019
Sketch Less for More: On-the-Fly Fine-Grained Sketch Based Image Retrieval CVPR 2020 [code]
Solving Mixed-modal Jigsaw Puzzle for Fine-Grained Sketch-Based Image Retrieval CVPR 2020
Fine-Grained Instance-Level Sketch-Based Image Retrieval IJCV 2020
  • Scene-level
Paper Source Code/Project Link
SceneSketcher: Fine-Grained Image Retrieval with Scene Sketches ECCV 2020

4. Sketch Based 3D Shape Retrieval

Paper Source Code/Project Link
Sketch-based 3D Shape Retrieval using Convolutional Neural Networks CVPR 2015
Learning Cross-Domain Neural Networks for Sketch-Based 3D Shape Retrieval AAAI 2016
Deep Correlated Metric Learning for Sketch-based 3D Shape Retrieval AAAI 2017
Learning Barycentric Representations of 3D Shapes for Sketch-based 3D Shape Retrieval CVPR 2017
Deep Cross-modality Adaptation via Semantics Preserving Adversarial Learning for Sketch-based 3D Shape Retrieval ECCV 2018
Unsupervised Learning of 3D Model Reconstruction from Hand-Drawn Sketches ACMMM 2018
Towards 3D VR-Sketch to 3D Shape Retrieval 3DV 2020 [code] [project]

5. Sketch Based 3D Shape Modeling

Paper Source Code/Project Link
3D Shape Reconstruction from Sketches via Multi-view Convolutional Networks 3DV 2017 [code] [project]
Shape Synthesis from Sketches via Procedural Models and Convolutional Networks TVCG 2017
DeepSketch2Face: A Deep Learning Based Sketching System for 3D Face and Caricature Modeling SIGGRAPH 2017 [project]
BendSketch: Modeling Freeform Surfaces Through 2D Sketching SIGGRAPH 2017 [project]
Robust Flow-Guided Neural Prediction for Sketch-Based Freeform Surface Modeling SIGGRAPH Asia 2018 [code] [project]
Learning a Shared Shape Space for Multimodal Garment Design SIGGRAPH Asia 2018 [project]
DeepSketchHair: Deep Sketch-based 3D Hair Modeling TVCG 2019
Lifting Freehand Concept Sketches into 3D SIGGRAPH Asia 2020 [project] [code]
Sketch2CAD: Sequential CAD Modeling by Sketching in Context SIGGRAPH Asia 2020 [project] [code]
Interactive Liquid Splash Modeling by User Sketches SIGGRAPH Asia 2020
Monster Mash: A Single-View Approach to Casual 3D Modeling and Animation SIGGRAPH Asia 2020 [project] [code] [demo]
SAniHead: Sketching Animal-like 3D Character Heads Using a View-surface Collaborative Mesh Generative Network TVCG 2020

6. Sketch Completion

Paper Source Code/Project Link
Joint Gap Detection and Inpainting of Line Drawings CVPR 2017 [project] [code]
SketchGAN: Joint Sketch Completion and Recognition with Generative Adversarial Network CVPR 2019
Sketch-BERT: Learning Sketch Bidirectional Encoder Representation from Transformers by Self-supervised Learning of Sketch Gestalt CVPR 2020

7. Sketch Segmentation and Perceptual Grouping

  • Sketch Segmentation
Type Paper Source Code/Project Link
Pixelwise Fast Sketch Segmentation and Labeling With Deep Learning CGA 2019
SPFusionNet: Sketch Segmentation Using Multi-modal Data Fusion ICME 2019
SketchyScene: Richly-Annotated Scene Sketches (scene-level) ECCV 2018 [code]
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
Stroke-based sketched symbol reconstruction and segmentation arxiv 1901.03427
SketchGCN: Semantic Sketch Segmentation with Graph Convolutional Networks arxiv 2003.00678
  • Sketch 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]

8. Sketch and Shading

Paper Source Code/Project Link
Learning to Shadow Hand-drawn Sketches CVPR 2020 [project] [code]

9. Sketch-Guided Object Localization

Paper Source Code/Project Link
Sketch-Guided Object Localization in Natural Images ECCV 2020 [project] [code]

10. Sketch-Guided Video Synthesis

Paper Source Code/Project Link
Deep Sketch-guided Cartoon Video Inbetweening TVCG 2021

11. Sketch Enhancement

Paper Source Code/Project Link
SketchMan: Learning to Create Professional Sketches ACM MM 2020 [code]

12. Sketch Representation Learning

  • Stroke order importance/saliency
Paper Source Code/Project Link Data Manner Related Applications
Pixelor: a competitive sketching AI agent. So you think you can sketch? SIGGRAPH Asia 2020 [Project] [Code] Vector/stroke-level Sketch synthesis and recognition
Learning Deep Sketch Abstraction CVPR 2018 Vector/stroke-level FG-SBIR
  • Representation Learning
Paper Source Code/Project Link Data Manner Related Applications
Im2Vec: Synthesizing Vector Graphics without Vector Supervision CVPR 2021 [Project] [code] SVG Vector Graphics reconstruction and interpolation
DeepSVG: A Hierarchical Generative Network for Vector Graphics Animation NeurIPS 2020 [Code] [Project] SVG Vector Graphics Animation, reconstruction and interpolation
CoSE: Compositional Stroke Embeddings NeurIPS 2020 [Code] Vector/stroke-level Auto-completing diagrams
Sketch-BERT: Learning Sketch Bidirectional Encoder Representation from Transformers by Self-supervised Learning of Sketch Gestalt CVPR 2020 Vector/stroke-level Sketch recognition, retrieval, and gestalt
Sketchformer: Transformer-based Representation for Sketched Structure CVPR 2020 [code] Vector/stroke-level Sketch classification, SBIR, reconstruction and interpolation
BézierSketch: A generative model for scalable vector sketches ECCV 2020 [project] [code] Vector/stroke-level Scalable sketch generation
A Learned Representation for Scalable Vector Graphics ICCV 2019 [code] SVG Font design
A Neural Representation of Sketch Drawings (Sketch-RNN) ICLR 2018 [code] Vector/stroke-level Reconstruction and interpolation
  • Pixel-level description and correspondence
Paper Source Code/Project Link Data Manner Related Applications
SketchDesc: Learning Local Sketch Descriptors for Multi-view Correspondence TCSVT 2020 Pixel-level Semantic correspondence among multi-view sketches
SketchTransfer: A Challenging New Task for Exploring Detail-Invariance and the Abstractions Learned by Deep Networks WACV 2020 Pixel-level Domain transfer learning

13. Sketch Animation

Paper Source Code/Project Link
Live Sketch: Video-driven Dynamic Deformation of Static Drawings CHI 2018
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