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https://github.com/hysts/anime-face-detector

Anime Face Detector using mmdet and mmpose
https://github.com/hysts/anime-face-detector

anime computer-vision face-detection face-landmark-detection pytorch

Last synced: about 9 hours ago
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Anime Face Detector using mmdet and mmpose

Host: GitHub
URL: https://github.com/hysts/anime-face-detector
Owner: hysts
License: mit
Created: 2021-10-29T19:04:15.000Z (about 3 years ago)
Default Branch: main
Last Pushed: 2023-06-15T05:31:42.000Z (over 1 year ago)
Last Synced: 2024-10-30T03:43:02.173Z (14 days ago)
Topics: anime, computer-vision, face-detection, face-landmark-detection, pytorch
Language: Python
Homepage:
Size: 12.5 MB
Stars: 415
Watchers: 8
Forks: 24
Open Issues: 11
Metadata Files:
- Readme: README.md
- License: LICENSE

Awesome Lists containing this project

README

        # Anime Face Detector

[![PyPI version](https://badge.fury.io/py/anime-face-detector.svg)](https://pypi.org/project/anime-face-detector/)

[![Downloads](https://pepy.tech/badge/anime-face-detector)](https://pepy.tech/project/anime-face-detector)

[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/hysts/anime-face-detector/blob/main/demo.ipynb)

[![Hugging Face Spaces](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Spaces-orange)](https://huggingface.co/spaces/hysts/anime-face-detector)

[![MIT License](https://img.shields.io/badge/license-MIT-green)](https://opensource.org/licenses/MIT)

[![GitHub stars](https://img.shields.io/github/stars/hysts/anime-face-detector.svg?style=flat-square&logo=github&label=Stars&logoColor=white)](https://github.com/hysts/anime-face-detector)

This is an anime face detector using

[mmdetection](https://github.com/open-mmlab/mmdetection)

and [mmpose](https://github.com/open-mmlab/mmpose).

![](https://raw.githubusercontent.com/hysts/anime-face-detector/main/assets/output.jpg)

(To avoid copyright issues, the above demo uses images generated by the

[TADNE](https://thisanimedoesnotexist.ai/) model.)

The model detects near-frontal anime faces and predicts 28 landmark points.

![](https://raw.githubusercontent.com/hysts/anime-face-detector/main/assets/landmarks.jpg)

The result of k-means clustering of landmarks detected in real images:

![](https://raw.githubusercontent.com/hysts/anime-face-detector/main/assets/cluster_pts.png)

The mean images of real images belonging to each cluster:

![](https://raw.githubusercontent.com/hysts/anime-face-detector/main/assets/cluster_mean.jpg)

## Installation

```bash

pip install openmim

mim install mmcv-full

mim install mmdet

mim install mmpose

pip install anime-face-detector

```

This package is tested only on Ubuntu.

## Usage

[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/hysts/anime-face-detector/blob/main/demo.ipynb)

```python

import cv2

from anime_face_detector import create_detector

detector = create_detector('yolov3')

image = cv2.imread('assets/input.jpg')

preds = detector(image)

print(preds[0])

```

```

{'bbox': array([2.2450244e+03, 1.5940223e+03, 2.4116030e+03, 1.7458063e+03,

        9.9987185e-01], dtype=float32),

 'keypoints': array([[2.2593938e+03, 1.6680436e+03, 9.3236601e-01],

        [2.2825300e+03, 1.7051841e+03, 8.7208068e-01],

        [2.3412151e+03, 1.7281011e+03, 1.0052248e+00],

        [2.3941377e+03, 1.6825046e+03, 5.9705663e-01],

        [2.4039426e+03, 1.6541921e+03, 8.7139702e-01],

        [2.2625220e+03, 1.6330233e+03, 9.7608268e-01],

        [2.2804077e+03, 1.6408495e+03, 1.0021354e+00],

        [2.2969380e+03, 1.6494972e+03, 9.7812974e-01],

        [2.3357908e+03, 1.6453258e+03, 9.8418534e-01],

        [2.3475276e+03, 1.6355408e+03, 9.5060223e-01],

        [2.3612463e+03, 1.6262626e+03, 9.0553057e-01],

        [2.2682278e+03, 1.6631940e+03, 9.5465249e-01],

        [2.2814783e+03, 1.6616484e+03, 9.0782022e-01],

        [2.2987590e+03, 1.6692812e+03, 9.0256405e-01],

        [2.2833625e+03, 1.6879142e+03, 8.0303693e-01],

        [2.2934949e+03, 1.6909009e+03, 8.9718056e-01],

        [2.3021218e+03, 1.6863715e+03, 9.3882143e-01],

        [2.3471826e+03, 1.6636573e+03, 9.5727938e-01],

        [2.3677822e+03, 1.6540554e+03, 9.4890594e-01],

        [2.3889211e+03, 1.6611255e+03, 9.5125675e-01],

        [2.3575544e+03, 1.6800433e+03, 8.5919142e-01],

        [2.3688926e+03, 1.6800665e+03, 8.3275074e-01],

        [2.3804905e+03, 1.6761322e+03, 8.4160626e-01],

        [2.3165366e+03, 1.6947096e+03, 9.1840971e-01],

        [2.3282458e+03, 1.7104808e+03, 8.8045174e-01],

        [2.3380054e+03, 1.7114034e+03, 8.8357794e-01],

        [2.3485500e+03, 1.7080273e+03, 8.6284375e-01],

        [2.3378748e+03, 1.7118135e+03, 9.7880816e-01]], dtype=float32)}

```

### Pretrained models

[Here](https://github.com/hysts/anime-face-detector/releases/tag/v0.0.1) are the pretrained models.

(They will be automatically downloaded when you use them.)

## Demo (using [Gradio](https://github.com/gradio-app/gradio))

[![Hugging Face Spaces](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Spaces-orange)](https://huggingface.co/spaces/hysts/anime-face-detector)

### Run locally

```bash

pip install gradio

git clone https://github.com/hysts/anime-face-detector

cd anime-face-detector

python demo_gradio.py

```

## Citation

If you find this repo useful for your research, please consider citing it:

```bibtex

@misc{anime-face-detector,

  author = {hysts},

  title = {Anime Face Detector},

  year = {2021},

  howpublished = {\url{https://github.com/hysts/anime-face-detector}}

}

```

## Links

### General

- https://github.com/open-mmlab/mmdetection

- https://github.com/open-mmlab/mmpose

### Anime face detection

- https://github.com/zymk9/yolov5_anime [![Hugging Face Spaces](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Spaces-orange)](https://huggingface.co/spaces/hysts/yolov5_anime)

- https://github.com/qhgz2013/anime-face-detector

- https://github.com/cheese-roll/light-anime-face-detector

- https://github.com/nagadomi/lbpcascade_animeface [![Hugging Face Spaces](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Spaces-orange)](https://huggingface.co/spaces/hysts/lbpcascade_animeface)

### Anime face landmark detection

- https://github.com/kanosawa/anime_face_landmark_detection [![Hugging Face Spaces](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Spaces-orange)](https://huggingface.co/spaces/hysts/anime_face_landmark_detection)

### Others

- https://www.gwern.net/Faces

- https://thisanimedoesnotexist.ai