基于MATLAB使用深度学习的人脸口罩检测 - Matlab在线 - matlabol

基于MATLAB使用深度学习的人脸口罩检测我要分享

Face mask detection using deep learning based on MATLAB

代码描述

中文说明：

此包的许可证在 license.txt 文件中可用。通过运行 COVID19_LabelMaskAutomation.mlx 脚本，您将下载某些根据单独许可协议获得许可的第三方内容。

冠状病毒病 (COVID-19) 是 2019 年发现的一种新的人类疾病，过去从未发现过。冠状病毒是一大类病毒，可导致从普通感冒到中东呼吸综合征 (MERS-COV) 和严重急性呼吸综合征 (SARS-COV) 等晚期呼吸综合征患者的疾病。目前，世界各地有许多人受到影响并正在接受治疗，从而导致全球大流行。多个国家已宣布全国进入紧急状态，并已隔离数百万人。

为了成为全球趋势的一部分，我创建了一个 CORONA 面具检测深度学习模型。它包括用于实时推理的半自动数据标记、模型训练和 GPU 代码生成。我们的 MathWorks Korea 员工愿意在家工作时分享他们带面具的自拍（不可分发），因此我可以轻松创建数据集。

不幸的是，数据集不可分发，因此您需要创建自己的数据集来训练自己的模型。我在 SampleMaskData 文件夹中包含了一些示例数据。

English Description：

The license for this package is available in the license.txt file. By running covid19_ Labelmaskautomation.mlx script, you will download some third-party content licensed under a separate license agreement.
Coronavirus disease (covid-19) is a new human disease discovered in 2019, which has never been found before. Coronavirus is a large class of viruses, which can cause diseases in patients with advanced respiratory syndrome from common cold to Middle East respiratory syndrome (mers-cov) and severe acute respiratory syndrome (SARS-CoV). At present, many people around the world are affected and receiving treatment, leading to a global pandemic.
Several countries have declared a state of emergency and isolated millions of people.
In order to become a part of the global trend, I created a corona mask detection deep learning model. It includes semi-automatic data marking, model training and GPU code generation for real-time reasoning. Our MathWorks Korea employees are willing to share their masked self portraits when working from home (not distributable), so I can easily create data sets.
Unfortunately, datasets are not distributable, so you need to create your own datasets to train your own models. I have some sample data in the samplemarkdata folder.

代码预览

COVID19-Face-Mask-Detection-using-deep-learning-master

AnchorMask.mat

COVID19_LabelMaskAutomation.mlx

COVID19_LiveWebcamMask.mlx

COVID19_Mask_SSD.mat

COVID19_Mask_yolo.mat

COVID19_TestStillImage.mlx

COVID19_TrainMaskDetection.mlx

COVID19_VideoRunning.mlx

FaceMaskDetection.m

GitSubmission.prj

LICENSE

MaskLabel.m

README.md

SampleMaskData

SampleMaskData\a01.jpg

SampleMaskData\a02.jpg

SampleMaskData\a03.jpg

SampleMaskData\mw_wanbin2.jpg

SampleMaskData\mw_wanbin3.jpg

SampleMaskData\mw_wanbin7.jpg

SampleMaskData\mw_wanbin9.jpg

SampleMaskData\zz.jpg

images

images\.gitkeep

images\image1.png

images\image2.png

images\image3.png

images\image4.png

predictFace.m

resources

resources\project

resources\project\Project.xml

resources\project\ProjectData.type.Info.xml

resources\project\Root.type.Categories

resources\project\Root.type.Categories\FileClassCategory.type.Category.xml

resources\project\Root.type.Categories\FileClassCategory.type.Category

resources\project\Root.type.Categories\FileClassCategory.type.Category\artifact.type.Label.xml

resources\project\Root.type.Categories\FileClassCategory.type.Category\convenience.type.Label.xml

resources\project\Root.type.Categories\FileClassCategory.type.Category\derived.type.Label.xml

resources\project\Root.type.Categories\FileClassCategory.type.Category\design.type.Label.xml

resources\project\Root.type.Categories\FileClassCategory.type.Category\none.type.Label.xml

resources\project\Root.type.Categories\FileClassCategory.type.Category\other.type.Label.xml

resources\project\Root.type.Categories\FileClassCategory.type.Category\test.type.Label.xml

resources\project\Root.type.Files

resources\project\Root.type.Files\AnchorMask.mat.type.File.xml

resources\project\Root.type.Files\COVID19_LabelMaskAutomation.mlx.type.File.xml

resources\project\Root.type.Files\COVID19_LiveWebcamMask.mlx.type.File.xml

resources\project\Root.type.Files\COVID19_Mask_SSD.mat.type.File.xml

resources\project\Root.type.Files\COVID19_Mask_yolo.mat.type.File.xml

resources\project\Root.type.Files\COVID19_TestStillImage.mlx.type.File.xml

resources\project\Root.type.Files\COVID19_TrainMaskDetection.mlx.type.File.xml

resources\project\Root.type.Files\COVID19_VideoRunning.mlx.type.File.xml

resources\project\Root.type.Files\FaceMaskDetection.m.type.File.xml

resources\project\Root.type.Files\LICENSE.type.File.xml

resources\project\Root.type.Files\MaskLabel.m.type.File.xml

resources\project\Root.type.Files\README.md.type.File.xml

resources\project\Root.type.Files\SampleMaskData.type.File.xml

resources\project\Root.type.Files\SampleMaskData.type.File

resources\project\Root.type.Files\SampleMaskData.type.File\1.type.DIR_SIGNIFIER.xml

resources\project\Root.type.Files\SampleMaskData.type.File\a01.jpg.type.File.xml

resources\project\Root.type.Files\SampleMaskData.type.File\a02.jpg.type.File.xml

resources\project\Root.type.Files\SampleMaskData.type.File\a03.jpg.type.File.xml

resources\project\Root.type.Files\SampleMaskData.type.File\mw_wanbin2.jpg.type.File.xml

resources\project\Root.type.Files\SampleMaskData.type.File\mw_wanbin3.jpg.type.File.xml

resources\project\Root.type.Files\SampleMaskData.type.File\mw_wanbin7.jpg.type.File.xml

resources\project\Root.type.Files\SampleMaskData.type.File\mw_wanbin9.jpg.type.File.xml

resources\project\Root.type.Files\SampleMaskData.type.File\zz.jpg.type.File.xml

resources\project\Root.type.Files\images.type.File.xml

resources\project\Root.type.Files\images.type.File

resources\project\Root.type.Files\images.type.File\.gitkeep.type.File.xml

resources\project\Root.type.Files\images.type.File\1.type.DIR_SIGNIFIER.xml

resources\project\Root.type.Files\images.type.File\image1.png.type.File.xml

resources\project\Root.type.Files\images.type.File\image2.png.type.File.xml

resources\project\Root.type.Files\images.type.File\image3.png.type.File.xml

resources\project\Root.type.Files\images.type.File\image4.png.type.File.xml

resources\project\Root.type.Files\models.type.File.xml

resources\project\Root.type.Files\models.type.File

resources\project\Root.type.Files\models.type.File\1.type.DIR_SIGNIFIER.xml

resources\project\Root.type.Files\models.type.File\net_face_yolo.caffemodel.type.File.xml

resources\project\Root.type.Files\models.type.File\net_face_yolo.mat.type.File.xml

resources\project\Root.type.Files\models.type.File\net_face_yolo_deploy.prototxt.type.File.xml

resources\project\Root.type.Files\predictFace.m.type.File.xml

resources\project\Root.type.Files\sample.jpg.type.File.xml

resources\project\Root.type.Files\sample.mp4.type.File.xml

resources\project\Root.type.Files\ssd_detect.m.type.File.xml

resources\project\Root.type.Files\yolov2_detect.m.type.File.xml

resources\project\uuid-46457eea-17e4-4898-91f2-7e65fb408e9f.xml

sample.jpg

sample.mp4

ssd_detect.m

yolov2_detect.m

基于MATLAB使用深度学习的人脸口罩检测我要分享

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