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anime-face-detector-0.0.9


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مشتریان به طور فزاینده ای آنلاین هستند. تبلیغات می تواند به آنها کمک کند تا کسب و کار شما را پیدا کنند.

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توضیحات

Anime Face Detector using mmdet and mmpose
ویژگی مقدار
سیستم عامل -
نام فایل anime-face-detector-0.0.9
نام anime-face-detector
نسخه کتابخانه 0.0.9
نگهدارنده []
ایمیل نگهدارنده []
نویسنده hysts
ایمیل نویسنده -
آدرس صفحه اصلی https://github.com/hysts/anime-face-detector
آدرس اینترنتی https://pypi.org/project/anime-face-detector/
مجوز -
# 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


نیازمندی

مقدار نام
>=1.3.16 mmcv-full
>=2.18.0 mmdet
>=0.20.0 mmpose
>=1.21.3 numpy
>=4.5.4.58 opencv-python-headless
>=1.10.0 torch
>=0.11.1 torchvision


زبان مورد نیاز

مقدار نام
>=3.7 Python


نحوه نصب


نصب پکیج whl anime-face-detector-0.0.9:

    pip install anime-face-detector-0.0.9.whl


نصب پکیج tar.gz anime-face-detector-0.0.9:

    pip install anime-face-detector-0.0.9.tar.gz