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Slimeface

PyPI License

Introduction

A super fast face detector packaged by the libfacedetection repository using pybind11.

Change Log

[2023-5-8] Project init. [2024-9-27] Drop numpy dependency

Quick start

pip install slimeface

Usage

  1. Load image
# opencv
import cv2
img = cv2.imread('xxx.jpg')

# PIL
import PIL
import numpy as np
img = PIL.Image.open('xxx.jpg').convert('RGB')
img = np.array(img)                             # convert to numpy array
img = img[:, :, ::-1]                           # convert to BGR

# imageio
import imageio as io
img = io.imread('xxx.jpg')
img = img[:, :, ::-1]                           # convert to BGR
  1. Detect
# img: numpy.ndarray, shape=(H, W, 3), dtype=uint8, BGR
# conf_thresh: float, confidence threshold, default=0.5, range=[0.0, 0.1]
from slimeface import detect
confs, bboxes, landmarks = detect(img, conf_thresh=0.5)
  1. Deal result
# confs: numpy.ndarray, shape=(N,), dtype=uint16, confidence 
# bboxes: numpy.ndarray, shape=(N, 4), dtype=uint16, bounding box (XYWH)
# landmarks: numpy.ndarray, shape=(N, 10), dtype=uint16, landmarks (XYXYXYXYXY)
import cv2
for conf, bbox, landmark in zip(confs, bboxes, landmarks):
    cv2.rectangle(img, (bbox[0], bbox[1]), (bbox[0] + bbox[2], bbox[1] + bbox[3]), (0, 255, 0), 1)
    cv2.putText(img, str(conf), (bbox[0], bbox[1]), cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 0, 255), 1)
    for i in range(5):
        cv2.circle(img, (landmark[2*i], landmark[2*i+1]), 2, (0, 255, 0), 1)
cv2.imwrite('result.jpg', img)

result

Metadata

Release files for slimeface 2024.9.27

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for slimeface 2024.9.27
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Built distributions (wheels)

Table of built distributions (wheels) for slimeface 2024.9.27
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slimeface-2024.9.27-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details for slimeface-2024.9.27-cp313-cp313-win_amd64.whl
slimeface-2024.9.27-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-64 Details for slimeface-2024.9.27-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
slimeface-2024.9.27-cp313-cp313-macosx_10_13_x86_64.whl CPython 3.13 CPython 3.13 macOS 10.13+ x86-64 Details for slimeface-2024.9.27-cp313-cp313-macosx_10_13_x86_64.whl
slimeface-2024.9.27-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details for slimeface-2024.9.27-cp312-cp312-win_amd64.whl
slimeface-2024.9.27-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details for slimeface-2024.9.27-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
slimeface-2024.9.27-cp312-cp312-macosx_10_13_x86_64.whl CPython 3.12 CPython 3.12 macOS 10.13+ x86-64 Details for slimeface-2024.9.27-cp312-cp312-macosx_10_13_x86_64.whl
slimeface-2024.9.27-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details for slimeface-2024.9.27-cp311-cp311-win_amd64.whl
slimeface-2024.9.27-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details for slimeface-2024.9.27-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
slimeface-2024.9.27-cp311-cp311-macosx_10_9_x86_64.whl CPython 3.11 CPython 3.11 macOS 10.9+ x86-64 Details for slimeface-2024.9.27-cp311-cp311-macosx_10_9_x86_64.whl
slimeface-2024.9.27-cp310-cp310-win_amd64.whl CPython 3.10 CPython 3.10 Windows x86-64 Details for slimeface-2024.9.27-cp310-cp310-win_amd64.whl
slimeface-2024.9.27-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details for slimeface-2024.9.27-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
slimeface-2024.9.27-cp310-cp310-macosx_10_9_x86_64.whl CPython 3.10 CPython 3.10 macOS 10.9+ x86-64 Details for slimeface-2024.9.27-cp310-cp310-macosx_10_9_x86_64.whl
slimeface-2024.9.27-cp39-cp39-win_amd64.whl CPython 3.9 CPython 3.9 Windows x86-64 Details for slimeface-2024.9.27-cp39-cp39-win_amd64.whl
slimeface-2024.9.27-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-64 Details for slimeface-2024.9.27-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
slimeface-2024.9.27-cp39-cp39-macosx_10_9_x86_64.whl CPython 3.9 CPython 3.9 macOS 10.9+ x86-64 Details for slimeface-2024.9.27-cp39-cp39-macosx_10_9_x86_64.whl
slimeface-2024.9.27-cp38-cp38-win_amd64.whl CPython 3.8 CPython 3.8 Windows x86-64 Details for slimeface-2024.9.27-cp38-cp38-win_amd64.whl
slimeface-2024.9.27-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.8 CPython 3.8 Linux glibc 2.17+ x86-64 Details for slimeface-2024.9.27-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
slimeface-2024.9.27-cp38-cp38-macosx_10_9_x86_64.whl CPython 3.8 CPython 3.8 macOS 10.9+ x86-64 Details for slimeface-2024.9.27-cp38-cp38-macosx_10_9_x86_64.whl
slimeface-2024.9.27-cp37-cp37m-win_amd64.whl CPython 3.7 CPython 3.7 pymalloc Windows x86-64 Details for slimeface-2024.9.27-cp37-cp37m-win_amd64.whl
slimeface-2024.9.27-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ x86-64 Details for slimeface-2024.9.27-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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slimeface-2024.9.27-cp36-cp36m-win_amd64.whl CPython 3.6 CPython 3.6 pymalloc Windows x86-64 Details for slimeface-2024.9.27-cp36-cp36m-win_amd64.whl
slimeface-2024.9.27-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.6 CPython 3.6 pymalloc Linux glibc 2.17+ x86-64 Details for slimeface-2024.9.27-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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Release files / slimeface-2024.9.27-cp37-cp37m-macosx_10_9_x86_64.whl

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Release files / slimeface-2024.9.27-cp36-cp36m-win_amd64.whl

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2024.9.27 This release

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