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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

Subcategory Paper Conference Links
Generation Towards the Automatic Anime Characters Creation with Generative Adversarial Networks Comiket92 HP
Full-body High-resolution Anime Generation with Progressive Structure-conditional Generative Adversarial Networks ECCVW2018 HP
Generate Novel Image Styles using Weighted Hybrid Generative Adversarial Nets IJCNN2018
Towards Diverse Anime Face Generation: Active Label Completion and Style Feature Network EUROGRAPHICS2019
An Adaptive Control Algorithm for Stable Training of Generative Adversarial Networks IEEE Access2019
Overcoming Long-term Catastrophic Forgetting through Adversarial Neural Pruning and Synaptic Consolidation
Autoencoding Generative Adversarial Networks Github
Classification Representations Can be Reused for Downstream Generations
GAN Memory with No Forgetting NeurIPS2020 Github
Generating Full-Body Standing Figures of Anime Characters and Its Style Transfer by GAN
Few-shot Image Generation From Small Datasets via Batch Statistics Adaptation ICCV2019 Github
FEW-SHOT ADAPTATION OF GENERATIVE ADVERSARIAL NETWORKS Github
MineGAN: effective knowledge transfer from GANs to target domains with few images CVPR2020 Github
Freeze the Discriminator: a Simple Baseline for Fine-Tuning GANs CVPRW2020 Github
DATA INSTANCE PRIOR FOR TRANSFER LEARNING IN GANS
Interpretability RPGAN: GANs Interpretability via Random Routing Github
Unsupervised Discovery of Interpretable Directions in the GAN Latent Space ICML2020 Github
Closed-Form Factorization of Latent Semantics in GANs Github
Unsupervised Discovery of Disentangled Manifolds in GANs

Image-to-image Translation

Subcategory Paper Conference Link
Face2anime Improving Shape Deformation in Unsupervised Image-to-Image Translation ECCV2018 Github
Twin-GAN – Unpaired Cross-Domain Image Translation with Weight-Sharing GANs Github
DA-GAN: Instance-level Image Translation by Deep Attention Generative Adversarial Networks CVPR2018 Github
Landmark Assisted CycleGAN for Cartoon Face Generation
Generating Anime from Real Human Image with Adversarial Training ICASERT2019
Auto-Encoding for Shared Cross Domain Feature Representation and Image-to-Image Translation
Few-shot Knowledge Transfer for Fine-grained Cartoon Face Generation
Unsupervised Image-to-Image Translation via Pre-trained StyleGAN2 Network Github
A Note on Data Biases in Generative Models NeurIPSW2020
Turn Real People into Anime Cartoonization ICCECE2021
Selfie2anime U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation ICLR2020 Github
Breaking the cycle—Colleagues are all you need CVPR2020 Github
AttentionGAN: Unpaired Image-to-Image Translation using Attention-Guided Generative Adversarial Networks IJCNN2019 Github
Unpaired Image-to-Image Translation using Adversarial Consistency Loss ECCV2020 Github
Feature Quantization Improves GAN Training ICML2020 Github
Interpolation based Anime Face Style Transfer MAPR2020
Photo2anime CartoonGAN: Generative Adversarial Networks for Photo Cartoonization CVPR2018 Github
Comixify: Transform video into a comics Github
GANILLA: Generative adversarial networks for image to illustration translation Github
CartoonRenderer: An Instance-based Multi-Style Cartoon Image Translator MMM2020
Learning to Cartoonize Using White-box Cartoon Representations CVPR2020 Github
Generative Adversarial Networks for photo to Hayao Miyazaki style cartoons Github
AnimeGAN: a novel lightweight GAN for photo animation Github
Sketch2anime SmartPaint: a co-creative drawing system based on generative adversarial networks FITEE2019
PI-REC: Progressive Image Reconstruction Network With Edge and Color Domain Github
Modeling Artistic Workflows for Image Generation and Editing ECCV2020 Github
Deep Sketch-guided Cartoon Video Synthesis
How to train your conditional GAN: An approach using geometrically structured latent manifolds
Photo2manga Unpaired Photo-to-manga Translation Based on The Methodology of Manga Drawing
Anime2costume Anime-to-Real Clothing: Cosplay Costume Generation via Image-to-Image Translation
Style transfer Anime Style Space Exploration Using Metric Learning and Generative Adversarial Networks
Disentangling Style and Content in Anime Illustrations Github
RAG: Facial Attribute Editing by Learning Residual Attributes IEEE Access2019
StarGAN Based Facial Expression Transfer for Anime Characters CSICC2020

Automatic Line Art Colorization

Subcategory Paper Conference Links
NoHint Automatic Sketch Colorization with Tandem Conditional Adversarial Networks ISCID2018
Do You Like Sclera? Sclera-region Detection and Colorization for Anime Character Line Drawings IJNDC2019
Colorization for Anime Sketches with Cycle-Consistent Adversarial Network IJPE2019
Seg2pix: Few Shot Training Line Art Colorization with Segmented Image Data Appl. Sci. 2021
Atari Manga Colorization ACM Trans. Graph. 2006
TexToons: Practical Texture Mapping for Hand-drawn Cartoon Animations NPAR2011
Outline Colorization through Tandem Adversarial Networks
Auto-painter: Cartoon Image Generation from Sketch by Using Conditional Wasserstein Generative Adversarial Networks Neurocomputing2018 Github
User-Guided Deep Anime Line Art Colorization with Conditional Adversarial Networks ACMMC2018 Github
Two-stage Sketch Colorization ACM Trans. Graph. 2018 Github
Anime Sketch Coloring with Swish-gated Residual U-net and Spectrally Normalized GAN Github
PaintsTorch: a User-Guided Anime Line Art Colorization Tool with Double Generator Conditional Adversarial Network CVMP2019
Interactive Anime Sketch Colorization with Style Consistency via a Deep Residual Neural Network TAAI2019
Semi-Auto Sketch Colorization Based on Conditional Generative Adversarial Networks CISP-BMEI2019
MANGAN: ASSISTING COLORIZATION OF MANGA CHARACTERS CONCEPT ART USING CONDITIONAL GAN ICIP2019 Github
Two-Stage Sketch Colorization With Color Parsing IEEE Access2019
User Guided Digital Artwork Colorization CSAI2019
Cartoon image colorization based on emotion recognition and superpixel color resolution ICCST2020
Automatic Colorization of Anime Style Illustrations Using a Two-Stage Generator Appl. Sci. 2020
Reference Unsupervised Colorization of Black-and-White Cartoons NPAR2004
Reference-based Manga Colorization by Graph Correspondence Using Quadratic Programming SIGGRAPH2014
Deep Manga Colorization with Color Style Extraction by Conditional Adversarially Learned Inference IIAI2017
Style Transfer for Anime Sketches with Enhanced Residual U-net and Auxiliary Classifier GAN ACPR2017
cGAN-based Manga Colorization Using a Single Training Image ICDAR2017 Github
Comicolorization: Semi-Automatic Manga Colorization SIGGRAPH2017 Github
Attentioned Deep Paint Github
Fully Automatic Colorization for Anime Character Considering Accurate Eye Colors SIGGRAPH2019
Semantic Example Guided Image-to-Image Translation IEEE Transactions on Multimedia2020
Graph Matching based Anime Colorization with Multiple References SIGGRAPH2019
Reference-Based Sketch Image Colorization using Augmented-Self Reference and Dense Semantic Correspondence CVPR2020
Multi-Density Sketch-to-Image Translation Network
Deep-Eyes: Fully Automatic Anime Character Colorization with Painting of Details on Empty Pupils EG2020
Colorization of Line Drawings with Empty Pupils PG2020
Tag Tag2Pix: Line Art Colorization Using Text Tag With SECat and Changing Loss ICCV2019 Github
Video Automatic Temporally Coherent Video Colorization Github
Artist-Guided Semiautomatic Animation Colorization ICCVW2019
Deep Line Art Video Colorization with a Few References
Line Art Correlation Matching Network for Automatic Animation 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

Paper Conference Links
A filter based approach for inbetweening (Japanese) Movie
DiLight: Digital light table – Inbetweening for 2D animations using guidelines CMV2017
OPTICAL FLOW BASED LINE DRAWING FRAME INTERPOLATION USING DISTANCE TRANSFORM TO SUPPORT INBETWEENINGS ICIP2019

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

Paper Conference Links
Progressive Deep Feature Learning for Manga Character Recognition via Unlabeled Training Data ACM TURC2019
CNN based Extraction of Panels/Characters from Bengali Comic Book Page Images ICDARW2019
Deep Learning-Based Classification of the Polar Emotions of “Moe”-Style Cartoon Pictures TST2020
Learning from the Past: Meta-Continual Learning withKnowledge Embedding for Jointly Sketch, Cartoon, andCaricature Face Recognition MM2020

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

Image-to-Image Tranlation

Automatic Line Art Colorization

Character Animating

Super Resolution

Landmark Detection

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