deeppomf / Deeplearninganimepapers
Licence: mit
A list of papers and other resources on deep learning with anime style images.
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DeepLearningAnimePapers
A list of papers and other resources on computer vision and deep learning with anime style images. Contributions welcome!
Contents
Anime Datasets
- AnimeDrawingsDataset: 2000 anime/manga images with 2D pose annotations [github] (Last updated June 10 2015)
- Manga109: 109 manga volumes from the 1970s to 2010s [link]
- Nico-Illust: 400,000 images from Niconico Seiga and Niconico Shunga with metadata [link]
- Danbooru2017: 2.9+ million images database from Danbooru with tags [link] (Last updated March 19 2018)
- Danbooru2018: 3.3+ million images database from Danbooru with tags [link] (Last updated April 04 2019)
- MyAnimeList Dataset: crawled data about 14k+ anime, 300k+ users, and 80+ million animelist records [link] (Last Updated June 29 2018)
Anime Papers
Anime Colorization
- Into the Colorful World of Webtoons: Through the Lens of Neural Networks [semanticscholar] (2017)
- Style Transfer for Anime Sketches with Enhanced Residual U-net and Auxiliary Classifier GAN [arXiv] (June 11 2017)
- cGAN-based Manga Colorization Using a Single Training Image [arXiv] (June 21 2017)
- Automatic Colorization of Webtoons Using Deep Convolutional Neural Networks [link] (February 2018)
- User-Guided Deep Anime Line Art Colorization with Conditional Adversarial Networks [arXiv] (August 10 2018)
Anime Face Recognition
- A Multi-Label Convolutional Neural Network for Automatic Image Annotation [link] (July 5 2015)
- Disentangling Style and Content in Anime Illustrations [arXiv] (May 26, 2019)
Anime Generation
- Towards the Automatic Anime Characters Creation with Generative Adversarial Networks [arXiv] [official implementation] (August 18 2017)
- Full-body High-resolution Anime Generation with Progressive Structure-conditional Generative Adversarial Networks [arXiv] (September 6 2018)
- StyleGAN trained on Danbooru2018 dataset [very detailed description of everything]
Anime Image-to-Image Translation
- Improving Shape Deformation in Unsupervised Image-to-Image Translation [arXiv] (August 13 2018)
- Landmark Assisted CycleGAN for Cartoon Face Generation [arXiv] (July 2 2019)
Anime Inpainting
- Joint Gap Detection and Inpainting of Line Drawings [link] (2017)
- Decensoring Hentai with Deep Neural Networks https://github.com/deeppomf/DeepCreamPy (my project!) based on following Image Inpainting paper [arXiv]
Anime Pose Estimation
- Pose Estimation of Anime/Manga Characters: A Case for Synthetic Data [ACM] (December 4 2016)
Anime Sketch Editing
- Sketch Simplification by Classifying Strokes [IEEE] (December 4 2016)
- Mastering Sketching: Adversarial Augmentation for Structured Prediction [Project page with paper link] (January 18 2018) Note the version of this paper on arXiv is outdated.
- Real-Time Data-Driven Interactive Rough Sketch Inking [Project page with paper link] (January 18 2018)
Anime Style Transfer
- Style Transfer for Anime Sketches with Enhanced Residual U-net and Auxiliary Classifier GAN [arXiv] (June 11 2017)
- Anime Style Space Exploration Using Metric Learning and Generative Adversarial Networks [arXiv] (May 21 2018)
Anime Super Resolution
- Images Super Resolution waifu2x - Image Super-Resolution for Anime-style art using Deep Convolutional Neural Networks, based on following paper [arXiv]
Anime Misc
- Deep Extraction of Manga Structural Lines [ACM] (July 2017)
- A Survey of Comics Research in Computer Science [arXiv] (April 16 2018)
Anime Non-Deep Learning
- DrawFromDrawings: 2D Drawing Assistance via Stroke Interpolation with a Sketch Database [PubMed] (2016)
- Sketch-based Manga Retrieval using Manga109 Dataset [SpringerLink] (November 9 2016)
- Interactive Region Segmentation for Manga [IEEE] (December 4 2016)
- Face Detection and Face Recognition of Cartoon Characters Using Feature Extraction [IIEEJ] (2012)
General Papers
Image Colorization
- Real-Time User-Guided Image Colorization with Learned Deep Priors [arXiv] (May 8 2017)
Image Generation
- StackGAN++: Realistic Image Synthesis with Stacked Generative Adversarial Networks [arXiv] (October 19 2017) [original pytorch implementation]
- Progressive Growing of GANs for Improved Quality, Stability, and Variation [arXiv] (October 27 2017) [original theano/lasagne implementation]
Image Inpainting
Title | Contributions | Shortcomings | Maximum Input Size | Code? |
---|---|---|---|---|
Context Encoders: Feature Learning by Inpainting [arXiv] (April 25 2016) |
|
|
227 x 227 x 3 for random region and 128 x 128 x 3 for center region | [official torch implementation] |
Semantic Image Inpainting with Deep Generative Models [arXiv] (July 26 2016) |
|
|
64 x 64 x 3, arbitrary mask | [tensorflow implementation] |
Globally and Locally Consistent Image Completion [link] (2017) |
|
|
256 x 256 x 3 | [official torch implementation. no training code] [tensorflow implementation. missing gan loss] [tensorflow implementation. has UI] |
Image Inpainting using Multi-Scale Feature Image Translation [arXiv] (November 23 2017) |
|
256 x 256 x 3 input, arbitrary mask | Soon | |
Context-Aware Semantic Inpainting [arXiv] (December 21 2017) | ||||
Light-weight pixel context encoders for image inpainting [arXiv] (January 17 2018) | ||||
High Resolution Face Completion with Multiple Controllable Attributes via Fully End-to-End Progressive Generative Adversarial Networks [arXiv] (January 23 2018) |
|
|
1024 x 1024 x 3, arbitrary mask | Soon |
Deep Structured Energy-Based Image Inpainting [arXiv] (January 24 2018) | ||||
Image Inpainting for Irregular Holes Using Partial Convolutions [arXiv] (April 20 2018) |
|
512 x 512 x 3, arbitrary mask | ||
Free-Form Image Inpainting with Gated Convolution [arXiv] (June 10 2018) |
|
512 x 512 x 3, arbitrary mask | Soon |
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