style-transfer-animegan
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Filip
3 years ago
1 changed files with 57 additions and 1 deletions
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# style-transfer-animegan |
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# Pipeline: Style Transfer using AnimeGanV2 |
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Authors: filip |
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## Overview |
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The pipeline is used to **animate images**. It uses the AnimeGanV2 to cartoonize the images. |
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## Interface |
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**Input Arguments:** |
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- img_path: |
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- the input image path |
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- supported types: `str` |
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**Pipeline Output:** |
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The pipeline returns a tuple `Tuple[('styled_image', numpy.ndarray)]` containing following fields: |
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- styled_image: |
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- styled photo |
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- data type: `numpy.ndarray` |
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- shape: (3, x, x) |
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- format: RGB |
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- values: [0,1] |
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## How to use |
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1. Install [Towhee](https://github.com/towhee-io/towhee) |
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```bash |
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$ pip3 install towhee |
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``` |
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> You can refer to [Getting Started with Towhee](https://towhee.io/) for more details. If you have any questions, you can [submit an issue to the towhee repository](https://github.com/towhee-io/towhee/issues). |
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2. Run it with Towhee |
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```python |
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>>> from towhee import pipeline |
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>>> img_path = 'path/to/your/image' |
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>>> embedding_pipeline = pipeline('filip-halt/style-transfer-animegan') |
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>>> embedding = embedding_pipeline(img_path) |
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``` |
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## How it works |
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This pipeline includes one operator: [filip-halt/animegan-style-transfer](https://hub.towhee.io/filip-halt/animegan-style-transfer). This operator stylizes the image. |
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> Refer [Towhee architecture](https://github.com/towhee-io/towhee#towhee-architecture) for basic concepts in Towhee: pipeline, operator, dataframe. |
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## References |
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Jie Chen, Gang Liu, Xin Chen |
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"AnimeGAN: A Novel Lightweight GAN for Photo Animation." |
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ISICA 2019: Artificial Intelligence Algorithms and Applications pp 242-256, 2019. |
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