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https://github.com/dr413677671/anime-image-classification

Anime image theme classification model and its webApp.
https://github.com/dr413677671/anime-image-classification

anime computer-vision deep-learning image-classification machine-learning xception

Last synced: 14 days ago
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Anime image theme classification model and its webApp.

Host: GitHub
URL: https://github.com/dr413677671/anime-image-classification
Owner: dr413677671
Created: 2022-11-23T14:56:55.000Z (about 2 years ago)
Default Branch: main
Last Pushed: 2023-01-18T15:21:24.000Z (almost 2 years ago)
Last Synced: 2023-07-04T07:28:44.505Z (over 1 year ago)
Topics: anime, computer-vision, deep-learning, image-classification, machine-learning, xception
Language: Python
Homepage:
Size: 97.3 MB
Stars: 2
Watchers: 3
Forks: 0
Open Issues: 0
Metadata Files:
- Readme: README.md

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README

        




[![Contributors][contributors-shield]][contributors-url]

[![Forks][forks-shield]][forks-url]

[![Stargazers][stars-shield]][stars-url]

[![Issues][issues-shield]][issues-url]





  

    

  





  Anime Theme Classification

  

    Anime image theme classification webApp.

    


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## About this project

Anime theme classification.

One stage classification (home-trained) + combined background matting.



## Features:

- [x] Model

    - [x] Xception

    - [ ] SWIN2 (TBD)

- [x] Data Augmentation

    - [x] Random Crop

    - [x] Rescale

    - [x] Flip

    - [ ] Saturation

    - [ ] Contrast

    - [ ] Noise/Denoise

    - [ ] Mild rotate

    - [ ] Mask

- [ ] Hyperparameter Search

- [ ] Ensemble Learning

- [x] Others

    - [x] Early-stopping

    - [x] Finetune

    - [x] Optimizer-Adam

    - [x] Multi-labels classification

    - [ ] Class-weighting

(back to top)


## Contact




[](https://github.com/https://github.com/dr413677671)    [](https://www.youtube.com/channel/https://www.youtube.com/@randuan9718/videos)    [](https://www.zhihu.com/people/kumonoue) 

## Acknowledgments

* [Xception](https://www.tensorflow.org/api_docs/python/tf/keras/applications/xception/Xception)

* [Background Matting](https://github.com/PeterL1n/BackgroundMattingV2#model--weights)

* [Background Segmentation](https://github.com/nikhilroxtomar/Remove-Photo-Background-using-TensorFlow)

* [Gradio](https://github.com/gradio-app/gradio)

* Logo genetrared by Stable-Diffusion

[contributors-shield]: https://img.shields.io/github/contributors/dr413677671/Anime-image-classification.svg?style=for-the-badge

[contributors-url]: https://github.com/dr413677671/Anime-image-classification/graphs/contributors

[forks-shield]: https://img.shields.io/github/forks/dr413677671/Anime-image-classification.svg?style=for-the-badge

[forks-url]: https://github.com/dr413677671/Anime-image-classification/network/members

[stars-shield]: https://img.shields.io/github/stars/dr413677671/Anime-image-classification.svg?style=for-the-badge

[stars-url]: https://github.com/dr413677671/Anime-image-classification/stargazers

[issues-shield]: https://img.shields.io/github/issues/dr413677671/Anime-image-classification.svg?style=for-the-badge

[issues-url]: https://github.com/dr413677671/Anime-image-classification/issues