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facemaskdetector's Introduction

Hey there

I am Karan ๐Ÿ’ป

I am a budding Data Scientist, who is very passionate towards Machine Learning, Deep Learning, Artificial Intelligence and Research. ๐Ÿ˜„

Some facts about me:

  • ๐Ÿ I am a proficient programmer in Python, C and C++, with working knowledge of R, Java and MySQL.

  • โœจ I am well versed with the practical application as well as theory and statistics of majority of Machine Learning and Deep Learning Algorithms.

  • ๐Ÿ“Š I am experienced at Analyzing and Visualising large amounts of data with Python.

  • ๐Ÿ“• I also have experience in the fields of Natural Language Processing and Computer Vision.

  • ๐Ÿ”ฐ I can deploy Machine Learning and Deep Learning models using Flask.

  • ๐ŸŒ I have also built several websites using Flask, HTML, CSS and basic Javascript.

  • ๐Ÿ’ก I am an avid researcher as well with multiple publications in scopus-indexed journals.

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facemaskdetector's Issues

How to deal with the problem "NameError: name 'mymodel' is not defined"

Hi, I'm glad to find your work.

I'm trying to use this work, but I face the problem "NameError: name 'mymodel' is not defined".
I don't have any idea to solve this problem so far because I've never used Keras and like MLs so on before.

Please could you tell me how to do it?

Thanks.

[cheeky feature request] detect funky masks (next-gen)

some are more easy (non human faces)


some are human based but distorted or have an obvious (non-mask) overlay

this is probably still detectable

challenge accepted... (partial mask is part of the graphics) ;)

source: https://www.ebay.com/sch/i.html?_nkw=funny+face+mask

seams and joints (requires high resolution), nose shadow non-consistent with other shadow cast on face, and skin tone difference would normally improve (heuristic) results. I wonder how ML would handle it..

Error while running the code

C:\Users\Ganesh\AppData\Local\Programs\Python\Python39\lib\site-packages\keras\engine\training.py:1915: UserWarning: Model.fit_generator is deprecated and will be removed in a future version. Please use Model.fit, which supports generators.
warnings.warn('Model.fit_generator is deprecated and '
Traceback (most recent call last):
File "C:\Users\Ganesh\Desktop\FaceMask\FaceMaskDetector\facemask.py", line 58, in
model_saved=model.fit_generator(
File "C:\Users\Ganesh\AppData\Local\Programs\Python\Python39\lib\site-packages\keras\engine\training.py", line 1918, in fit_generator
return self.fit(
File "C:\Users\Ganesh\AppData\Local\Programs\Python\Python39\lib\site-packages\keras\engine\training.py", line 1108, in fit
data_handler = data_adapter.get_data_handler(
File "C:\Users\Ganesh\AppData\Local\Programs\Python\Python39\lib\site-packages\keras\engine\data_adapter.py", line 1348, in get_data_handler
return DataHandler(*args, **kwargs)
File "C:\Users\Ganesh\AppData\Local\Programs\Python\Python39\lib\site-packages\keras\engine\data_adapter.py", line 1138, in init
self._adapter = adapter_cls(
File "C:\Users\Ganesh\AppData\Local\Programs\Python\Python39\lib\site-packages\keras\engine\data_adapter.py", line 916, in init
super(KerasSequenceAdapter, self).init(
File "C:\Users\Ganesh\AppData\Local\Programs\Python\Python39\lib\site-packages\keras\engine\data_adapter.py", line 793, in init
peek, x = self._peek_and_restore(x)
File "C:\Users\Ganesh\AppData\Local\Programs\Python\Python39\lib\site-packages\keras\engine\data_adapter.py", line 927, in _peek_and_restore
return x[0], x
File "C:\Users\Ganesh\AppData\Local\Programs\Python\Python39\lib\site-packages\keras_preprocessing\image\iterator.py", line 65, in getitem
return self._get_batches_of_transformed_samples(index_array)
File "C:\Users\Ganesh\AppData\Local\Programs\Python\Python39\lib\site-packages\keras_preprocessing\image\iterator.py", line 231, in _get_batches_of_transformed_samples
x = img_to_array(img, data_format=self.data_format)
File "C:\Users\Ganesh\AppData\Local\Programs\Python\Python39\lib\site-packages\keras_preprocessing\image\utils.py", line 309, in img_to_array
x = np.asarray(img, dtype=dtype)
File "C:\Users\Ganesh\AppData\Local\Programs\Python\Python39\lib\site-packages\numpy\core_asarray.py", line 83, in asarray
return array(a, dtype, copy=False, order=order)
TypeError: array() takes 1 positional argument but 2 were given

typo

from keras.optimizers import Adam
instead of
from keras.optimizers import adam

Can you please tell me that on which version of python the code was written? I'm getting this error now after trying a lot.

Can you please tell me that on which version of python the code was written? I'm getting this error now after trying a lot.
help me with this...
or please tell me step by step which version of python I have to use then which are the libraries I have to install.
I have followed all the instructions from the readme file in the project, still, I'm not able to run that.
Screenshot 2021-04-27 114727

Originally posted by @deepanshuparuthi in #8 (comment)

regarding how to use

Inorder to clone this repository that particular command is not getting executed...it is showing invalid syntax can you please provide solution to this problem pls...

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