Face_mosaic - Mosaic blur processing is applied to multiple faces appearing in the video

Overview

動機

face_recognitionを使用して得られる顔座標は長方形であり、この座標をそのまま用いてぼかし処理を行った場合得られる画像は醜い。

それに対してモザイクによってぼかし処理を行うと自然に見える。

これを静止画だけでなく動画にも適用したい。
同じ働きを持つものはORB-HD/defaceが既に存在する。defacecenterface.onnxを用いるのに比べこちらはdlibを使用する。これらは顔検出のみか顔認識まで行うかで使い分けすると良いと思う。

方法

静止画の場合

face_recognitionのメソッドであるface_recognition.face_locationsの返り値は(top, right, bottom, left)の配列。

顔周りの長方形をぼかす

original.png
original.png

import cv2
import face_recognition

image = cv2.imread('img/original.png')
face_location_list = face_recognition.face_locations(
    image, 0, 'cnn')
if len(face_location_list) > 0:
    dst = image.copy()
    for (top, right, bottom, left) in face_location_list:
        dst[top:top + (bottom - top), left:left + (right - left)] = cv2.blur(
            dst[top:top + (bottom - top), left:left + (right - left)], (50, 50))
    cv2.imwrite('img/rectangle_blur.png', dst)

モザイク処理

モザイク処理の方法はnote.nkmk.me Python, OpenCVで画像にモザイク処理(全面、一部、顔など)様よりアイデアを頂戴致しました。

def mosaic(src, ratio):
    small = cv2.resize(src, None, fx=ratio, fy=ratio,
                       interpolation=cv2.INTER_NEAREST)
    return cv2.resize(small, src.shape[:2][::-1], interpolation=cv2.INTER_NEAREST)


if len(face_location_list) > 0:
    dst = image.copy()
    for (top, right, bottom, left) in face_location_list:
        dst[top:top + (bottom - top), left:left + (right - left)] = mosaic(
            dst[top:top + (bottom - top), left:left + (right - left)], 0.1)
    cv2.imwrite('img/rectangle_mosaic.png', dst)

動画に適用

Pixabayが提供するOybek Ostanovの動画をvideo.mp4としてblur処理を行う。

import cv2
import face_recognition
import PySimpleGUI as sg

vcap = cv2.VideoCapture('img/video.mp4', cv2.CAP_FFMPEG)


def mosaic(src, ratio):
    small = cv2.resize(src, None, fx=ratio, fy=ratio,
                       interpolation=cv2.INTER_NEAREST)
    return cv2.resize(small, src.shape[:2][::-1], interpolation=cv2.INTER_NEAREST)


sg.theme('Reddit')
layout = [
    [sg.Text('blur')],
    [sg.Image(key='display')],
    [sg.Button('terminate', key='terminate', button_color='red')]
]
window = sg.Window('blur', layout, location=(50, 50))

while True:
    ret, frame = vcap.read()
    if ret == False:
        break
    face_location_list = face_recognition.face_locations(
        frame, 0, 'cnn')

    if len(face_location_list) > 0:
        dst = frame.copy()
        for (top, right, bottom, left) in face_location_list:
            # rectangle blur ======
            # dst[top:top + (bottom - top), left:left + (right - left)] = cv2.blur(
            #     dst[top:top + (bottom - top), left:left + (right - left)], (50, 50))
            # mosaic blur =========
            dst[top:top + (bottom - top), left:left + (right - left)] = mosaic(
                dst[top:top + (bottom - top), left:left + (right - left)], 0.1)

    event, _ = window.read(timeout=1)
    imgbytes = cv2.imencode(".png", dst)[1].tobytes()
    window["display"].update(data=imgbytes)
    if event == 'terminate':
        break
vcap.release()

結果


期待通りの結果が得られました。

Reference

Author

yKesamaru

License

MIT License

Owner
Yoshitsugu Kesamaru
Face recognition and others.
Yoshitsugu Kesamaru
A Tensorflow model for text recognition (CNN + seq2seq with visual attention) available as a Python package and compatible with Google Cloud ML Engine.

Attention-based OCR Visual attention-based OCR model for image recognition with additional tools for creating TFRecords datasets and exporting the tra

Ed Medvedev 933 Dec 29, 2022
YOLOv5 in DOTA with CSL_label.(Oriented Object Detection)(Rotation Detection)(Rotated BBox)

YOLOv5_DOTA_OBB YOLOv5 in DOTA_OBB dataset with CSL_label.(Oriented Object Detection) Datasets and pretrained checkpoint Datasets : DOTA Pretrained Ch

1.1k Dec 30, 2022
A selectional auto-encoder approach for document image binarization

The code of this repository was used for the following publication. If you find this code useful please cite our paper: @article{Gallego2019, title =

Javier Gallego 89 Nov 18, 2022
Semantic-based Patch Detection for Binary Programs

PMatch Semantic-based Patch Detection for Binary Programs Requirement tensorflow-gpu 1.13.1 numpy 1.16.2 scikit-learn 0.20.3 ssdeep 3.4 Usage tar -xvz

Mr.Curiosity 3 Sep 02, 2022
Self-supervised Equivariant Attention Mechanism for Weakly Supervised Semantic Segmentation, CVPR 2020 (Oral)

SEAM The implementation of Self-supervised Equivariant Attention Mechanism for Weakly Supervised Semantic Segmentaion. You can also download the repos

Hibercraft 459 Dec 26, 2022
This is used to convert a string to an Image with Handwritten Characters.

Text-to-Handwriting-using-python This is used to convert a string to an Image with Handwritten Characters. text_to_handwriting(string: str, save_to: s

Akashdeep Mahata 3 Aug 15, 2022
TableBank: A Benchmark Dataset for Table Detection and Recognition

TableBank TableBank is a new image-based table detection and recognition dataset built with novel weak supervision from Word and Latex documents on th

844 Jan 04, 2023
Textboxes_plusplus implementation with Tensorflow (python)

TextBoxes++-TensorFlow TextBoxes++ re-implementation using tensorflow. This project is greatly inspired by slim project And many functions are modifie

81 Dec 07, 2022
Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation

This is the official implementation of "Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation". For more details, please

Pengyuan Lyu 309 Dec 06, 2022
Scene text detection and recognition based on Extremal Region(ER)

Scene text recognition A real-time scene text recognition algorithm. Our system is able to recognize text in unconstrain background. This algorithm is

HSIEH, YI CHIA 155 Dec 06, 2022
DouZero is a reinforcement learning framework for DouDizhu - 斗地主AI

[ICML 2021] DouZero: Mastering DouDizhu with Self-Play Deep Reinforcement Learning | 斗地主AI

Kwai 3.1k Jan 05, 2023
3点クリックで円を指定し、極座標変換を行うサンプルプログラム

click-warpPolar 3点クリックで円を指定し、極座標変換を行うサンプルプログラムです。 Requirements OpenCV 3.4.2 or Later Usage 実行方法は以下です。 起動後、マウスで3点をクリックし円を指定してください。 python click-warpPol

KazuhitoTakahashi 17 Dec 30, 2022
Random maze generator and solver

Maze Generator and Solver I wrote a maze generator that works with two commonly known algorithms: Depth First Search and Randomized Prims. Both of the

Daniel Pérez 10 Sep 23, 2022
OCR-D-compliant page segmentation

ocrd_segment This repository aims to provide a number of OCR-D-compliant processors for layout analysis and evaluation. Installation In your virtual e

OCR-D 59 Sep 10, 2022
Satoshi is a discord bot template in python using discord.py that allow you to track some live crypto prices with your own discord bot.

Satoshi ~ DiscordCryptoBot Satoshi is a simple python discord bot using discord.py that allow you to track your favorites cryptos prices with your own

Théo 2 Sep 15, 2022
Creating of virtual elements of the graphical interface using opencv and mediapipe.

Virtual GUI Creating of virtual elements of the graphical interface using opencv and mediapipe. Element GUI Output Description Button By default the b

Aleksei 4 Jun 16, 2022
Morphological edge detection or object's boundary detection using erosion and dialation in OpenCV python

Morphologycal-edge-detection-using-erosion-and-dialation the task is to detect object boundary using erosion or dialation . Here, use the kernel or st

Tamzid hasan 3 Nov 25, 2022
Shape Detection - It's a shape detection project with OpenCV and Python.

Shape Detection It's a shape detection project with OpenCV and Python. Setup pip install opencv-python for doing AI things. pip install simpleaudio fo

1 Nov 26, 2022
【Auto】原神⭐钓鱼辅助工具 | 自动收竿、校准游标 | ✨您只需要抛出鱼竿,我们会帮你完成一切✨

原神钓鱼辅助工具 ✨ 作者正在努力重构代码中……会尽快带给大家一个更完美的脚本 ✨ 「您只需抛出鱼竿,然后我们会帮您搞定一切」 如果你觉得这个脚本好用,请点一个 Star ⭐ ,你的 Star 就是作者更新最大的动力 点击这里 查看演示视频 ✨ 欢迎大家在 Issues 中分享自己的配置文件 ✨ ✨

261 Jan 02, 2023
[BMVC'21] Official PyTorch Implementation of Grounded Situation Recognition with Transformers

Grounded Situation Recognition with Transformers Paper | Model Checkpoint This is the official PyTorch implementation of Grounded Situation Recognitio

Junhyeong Cho 18 Jul 19, 2022