A list of papers and other resources on deep learning with anime style images.
A list of papers and other resources on computer vision and deep learning with anime style images. Contributions welcome!
Title | Contributions | Shortcomings | Maximum Input Size | Code? |
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Context Encoders: Feature Learning by Inpainting [arXiv] (April 25 2016) |
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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) |
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64 x 64 x 3, arbitrary mask | [tensorflow implementation] |
Globally and Locally Consistent Image Completion [link] (2017) |
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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) |
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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) |
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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) |
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512 x 512 x 3, arbitrary mask | ||
Free-Form Image Inpainting with Gated Convolution [arXiv] (June 10 2018) |
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512 x 512 x 3, arbitrary mask | Soon |