SerialLain3170 / Awesomeanimeresearch
Papers, repository or other data about anime or manga research. Please let me know if you know information which the list don't include.
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AwesomeAnimeResearch
signal processing or machine learning related to anime or manga
Papers
Summary of published or preprint papers
Dataset
Paper | Conference | Links |
---|---|---|
The Amazing Mysteries of the Gutter: Drawing Inferences Between Panels in Comic Book Narratives | CVPR2017 | Github |
Building a Manga Dataset ”Manga109” with Annotations for Multimedia Applications | IEEE MultiMedia,2020 | HP |
DanbooRegion: An Illustration Region Dataset | ECCV2020 | Github |
Unconstrained Text Detection in Manga: a New Dataset and Baseline | ECCVW2020 | Github |
Image Generation
Image-to-image Translation
Automatic Line Art Colorization
Automatic Character Lighting
Paper | Conference | Links |
---|---|---|
Ink-and-Ray: Bas-Relief Meshes for Adding Global Illumination Effects to Hand-Drawn Characters | ACM Trans. Graph. 2014 | |
Deep Normal Estimation for Automatic Shading of Hand-Drawn Characters | ECCVW2018 | Github |
Automatic Illumination Effects for 2D Characters | NIPSW2018 | |
2D shading for cel animation | NPAR2018 | HP |
Augmenting Hand-Drawn Art with Global Illumination Effects through Surface Inflation | CVMP 2019 | HP |
Generating Digital Painting Lighting Effects via RGB-space Geometry | ACM Trans. Graph. 2020 | Github |
Learning to Shadow Hand-drawn Sketches | CVPR2020 | Github |
Automatic Character Editing
Paper | Conference | Links |
---|---|---|
Spatially Controllable Image Synthesis with Internal Representation Collaging | Github | |
Erasing Appearance Preservation in Optimization-based Smoothing | ECCV2020 | Github |
Automatic Sketch Editing
Paper | Conference | Links |
---|---|---|
Temporal Noise Control for Sketchy Animation | NPAR2011 | |
Learning to Simplify: Fully Convolutional Networks for Rough Sketch Cleanup | ACM Trans. Graph. 2016 | Github |
Deep Extraction of Manga Structural Lines | ACM Trans. Graph. 2017 | Github |
Mastering Sketching: Adversarial Augmentation for Structured Prediction | ACM Trans. Graph. 2018 | Github |
Real-Time Data-Driven Interactive Rough Sketch Inking | ACM Trans. Graph. 2018 | Github |
Unpaired Sketch-to-Line Translation via Synthesis of Sketches | SIGGRAPH2019 | |
Perceptual-aware Sketch Simplification Based on Integrated VGG Layers | TVCG2019 | |
Progressive Full Data Convolutional Neural Networks for Line Extraction from Anime-Style Illustrations | Appl. Sci. 2020 | |
SketchMan: Learning to Create Professional Sketches | MM2020 | Github |
Automatic Animation Inbetweening
Talking Head Animation
Paper | Conference | Links |
---|---|---|
MakeItTalk: Speaker-Aware Talking-Head Animation | SIGGRAPH Asia2020 | |
CPTNet: Cascade Pose Transform Network for Single Image Talking Head Animation | ACCV2020 |
Screentone Synthesis
Paper | Conference | Links |
---|---|---|
Synthesis of Screentone Patterns of Manga Characters | ISM2019 | |
Manga Filling Style Conversion with Screentone Variational Autoencoder | SIGGRAPH2020 |
Representation Learning
Paper | Conference | Links |
---|---|---|
Illustration2Vec: A Semantic Vector Representation of Illustrations | SIGGRAPH2015 | Github |
Landmark Detection
Paper | Conference | Links |
---|---|---|
Facial Landmark Detection for Manga Images |
Pose Estimation
Paper | Conference | Links |
---|---|---|
Pose Estimation of Anime/Manga Characters: A Case for Synthetic Data | MANPU2016 |
Image Retrieval
Paper | Conference | Links |
---|---|---|
Sketch-based Manga Retrieval using Manga109 Dataset | MTA2017 |
Text Detection from Comics
Paper | Conference | Links |
---|---|---|
Method for Real Time Text Extraction of Digital Manga Comic | IJIP2011 | |
Text-independent speech balloon segmentation for comics and manga | GREC2015 | Github |
Deep CNN-based Speech Balloon Detection and Segmentation for Comic Books | ICDAR2019 | Github |
Character Recognition
3D Character Creation
Paper | Conference | Links |
---|---|---|
Automatic Generation of 3D Natural Anime-like Non-Player Characters with Machine Learning | ICCW2020 |
Robotics
Paper | Conference | Links |
---|---|---|
Making Robots Draw A Vivid Portrait In Two Minutes |
Speech Synthesis
Paper | Conference | Links |
---|---|---|
Comic-Guided Speech Synthesis | ACM Trans. Graph. 2019 | HP |
Survey
Paper | Conference |
---|---|
A Survey of Comics Research in Computer Science | |
Computational Approaches to Comics Analysis | |
Image Colorization: A Survey and Dataset |
Projects
Summary of github or other types of projects that are related to anime or manga except above.
Image Generation
- ANIME-FACE-GAN: Generation by SAGAN and BigGAN
- AnimeGAN: Generation by DCGAN
- Anime_GAN: Generation by DCGAN, WGAN and cGAN
- ACGAN Conditional Anime Generation: Generation by ACGAN
Image-to-Image Tranlation
- Chainer-CycleGAN: Turn all girls into silver hair
- Avatar Artist Using GAN
- Real world to anime style transfer
Automatic Line Art Colorization
- PaintsChainer
- Line-Art-Colorization-SPADE
- GANime: Generating Anime and Manga Character Drawings from Sketches
- Line Drawing Colorization
Character Animating
Super Resolution
Landmark Detection
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