x-zhangyang/real-world-masked-face-dataset

Real-World Masked Face Dataset，口罩人脸数据集

real-world-masked-face-dataset's Issues

What is the software development life cycle (SDLC) model of this?

这个链接下载不了了

链接: https://pan.baidu.com/s/1Vly3K-0qjlB6M2lenTZ8PA 提取码: xhze

有关数据集的许可证等使用条件

您好，感谢整理口罩人脸数据集。
想问一下，能否告知关于口罩人脸数据集的使用许可和其他具体的使用条件呀？

MFDD Dataset

I am only interested in Face Mask Detection not recognition, so Where can i find the MFDD Dataset mentioned in the research paper along with the labels for the bounding box of the mask?

Incorrect images

The folders contain few non-mask images in the folder of with-mask. Please clean your dataset.

Face_recognition open source

May I ask you, when will you open the source code of face recognition?

Is is possible to upload to Google Drive o other server?

Hi. For non chinese people is really difficult to have a Baidu account.

So please could you upload to any other server??

Thanks,

Could you please share the link for the version of the CASIA_WebFace without Mask?

Could you please share the link for the version of the CASIA_WebFace without Mask?

Because there are several versions for CASIA_WebFace. As far as I know, one version has only 455594 images, which is usually named 'Clean' version. The other two versions always are named raw_1 and raw_2 versions. For both of them, the number of images is 494414. Which version are you using to generate the simulated Mask database?

Could you please share your database for the original CASIA_WebFace(which has no mask)?

数据集只有图像没有标注文件？

可否提供人脸的标注xml文件或类似于人脸标注的标注文件，看到提供的数据仅是图像

模型训练的相关细节

论文里提到的模型是如何训练的？

测试协议

请问是否有提供统一的测试协议和测试脚本呢？LFW-Mask这类测试集，比对的是真是人脸和口罩人脸吗？

Masked Face Recognition trained model download

Hi, I can't download this link [https://pan.baidu.com/s/1P0PiWFNT1z_TcCj8vo43ow].
Could you please upload it to Google Drive?

agedb_30_masked的口罩数据集里面怎么还有没戴口罩的数据？

agedb_30_masked的口罩数据集里面怎么还有没戴口罩的数据？这些没戴口罩的数据是原图吗？@X-zhangyang

Bug in Rotation in wearmask.py

In line 188 of wearmask.py, PIL's rotate function expects the rotation angle to be in degrees, but as np.arctan2 returns in units of radians, there is almost no rotation applied any time. This makes the code not work properly for tilted faces. Please look into it.

I wonder if I could ask some details about mask face detection and recognition

About This Dataset

Thank you for offering the informative dataset for mask face recognition; it helps the developers like me save too much time collecting data.I've stared your project once I read the description just to show my support.

About the demonstration video

I have seen the demonstration video you put on GitHub, and it seems the accuracy of recognition is pretty high, so I wonder if I could ask for some details about the face detection and face recognition you used on this dataset, Maybe the name of the algorithm or framework, and if you've happened to have an open source project that implemented this function ,that would be great!

So, could you help me with that? anything helpful will be appreciated!

Why does the masked face dataset have 525 classes whereas the face dataset has 460 classes?

Why does the masked face dataset have 525 classes whereas the face dataset has 460 classes?

License of the dataset

Hi, thanks for the contribution. May I know the license of this dataset? It would be great if you could add license in.

What is the difference of database between download link1 and link2?

Firstly, thanks a lot for your amazing work.

But I feel some confusion about the dataset differences.

Could you please tell me what is the difference between dataset from link1 and dataset from link2?

Additionally, you have mentioned that for the Real-world masked face recognition dataset, the number of identities is 525. But I find that the number of identities in decompressed RWMFD(which is downloaded by cloning the GitHub repository) is 537. That is what makes me confused.

By the way, the Webface you used here refers to the CASIA-WebFace dataset, right?

Can I ask if the source code is open? I want to run this code, how?

Can I ask if the source code is open? I want to run this code, how?

webface lfw

webface lfw 模拟的戴口罩数据，戴的都是同一种口罩，这样数据训练的模型，会不会过分关注这种口罩，影响佩戴其他口罩的检测呢？您有验证过效果吗？

How to align the Masked LFW and Masked CASIA-WebFace database?

As we all know, the original LFW and CASIA-WebFace datasets have a dimension of 250*250.

Before carrying out the face recognition task, we should always perform face alignment on the original LFW and CACIA-WebFace dataset. For example, after face alignment, we obtained the alignment version datasets (the dimension of 112112) which have been aligned if I need to feed 112112 to neural network architecture.

I found that your Masked LFW and Masked CASIA-WebFace database have a dimension of 128*128.

Could you please explain more details about the detection and alignment you performed during the process of wearing the mask?

Do we still need to align again for masked face data? Or I do not need to perform face alignment again?

How to align the real world masked face recognition dataset?

I downloaded Real-world masked face recognition dataset from https://drive.google.com/open?id=1UlOk6EtiaXTHylRUx2mySgvJX9ycoeBp.
However, I can't find the annotation labels of the face dataset. So I tried some regular face detection method such as MTCNN, dlib to dectect face and align face. But there are many wrong or missed detection probably due to the mask.
I wonder what kind of face detector you used to detect and align face with Real-world masked face recognition dataset. Thanks in advance.

Evaluation protocol? How to evaluate *_masked datasets?

Remarkable process in masked face recognition, but I note that may be not provide evaluation script, so how to evaluate this *_masked datasets? 1:1 face verification?

Thank for your sharing

thanks

how to run this code?

Hi,

I download this code with the help of one of my Chinese friend, but how to run this, also downloaded dlib dependencies, please tell me what arguments to pass and other dependencies.

Thank you for beautiful work

How can I get the code to run the whole application?

I'm looking to get the code of this project for my final year project and to run it on my computer, i'l be doing a few changes in order to increase the accuracy for it. Kindly reach me out at : [email protected]

真实口罩人脸数据集图像有半张人脸的问题

您好，首先非常感谢您的工作！但是我发现真实口罩人脸数据集中有一些图像质量不高，例如有半张人脸的情况，请问这种情况是由于检测器导致的吗？可否将检测器检测到的区域适当外扩再做crop呢？

原始数据能否提供一个百度网盘

作者你好，很感谢你的工作。
由于github下载受限，是否能放一份原始数据到百度云网盘。
谢谢！

Some thing wrong in the Real-world masked face verification dataset

In the "11_0005_zhangjie_08" it seems that the unmasked picture is named as 15.jpg and in the pairs txt there is also a pair that contains 15.jpg and unmasked.jpg

do all of your images have same resolution?

口罩人脸识别

@X-zhangyang 你好，可以分享下关于口罩人脸识别的模型和相关细节嘛？非常感谢~

请问95%的人脸识别准确率是在哪个数据集测试?

Hello,想问一下95%的准确率是在哪个人脸识别的数据集测试的？LFW吗？是1:1的测试还是1:N的测试？

请问下，RWMFD有标注吗？

can find Labels / markup

Hello!
Excuse me, but I can not find bounding boxes for detection dataset, could you please point on them.

MFDD 数据集

你好，请问MFDD数据集的下载连接在哪里？

頁面都不存在 - All Baidu links are expired/broken. Only the google drive one works.

@X-zhangyang Would it be possible to re-upload at least the RMFD verification set to Google drive? Or somewhere?

模拟口罩？怎么模拟的？不是很懂？ 另正常人脸用于训练？

Real-world masked face recognition dataset contains 5,000 masked faces of 525 people and 90,000 normal faces.

I checked; it only contains 2203 masked faces and 90,468 normal faces.

Could you provide the labeled file?

License of the datasets for commercial purpose (COVID usecases)

As per the paper, "These datasets are freely available to industry and academia, based on which various applications on masked faces can be developed."

Could you please add a license file (MIT) or mention in readme about the license (CC0).

Thanks in advance for any response from you.

论文里面提到的用于检测模型训练的数据集MFDD（24771张）可以公开下载么？

Multiple Links do not work for Simulated masked face recognition datasets:

Thank you for sharing the link but Multiple Links do not work for Simulated masked face recognition datasets:

Could you please fix them to share new links to them?
Thank you
KMK

part1口罩人脸识别数据集错误太多，慎用

举几个例子，比如with mask部分的xiaoshenyang、liyifeng、chenweiting等等
如果这个数据作者还维护的话，希望可以清洗后重新发布。
给使用者提个醒，切勿直接拿来训练。

你好，请问RFMD数据集能提供口罩人脸标注文件吗？