mk-gurucharan/face-mask-detection

In this, I am attaching my code for building a CNN model to detect if a person is wearing face mask or not using the webcam of their PC.

Hi there 👋

I am Gurucharan Marthi

Interested in AI and its applications in the field of Neuroscience

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face-mask-detection's Issues

Possible to run on mobile?

Great work!!! Is there any way to deploy it on mobile

face mask detection perameter

what would be the perameter of this fun
def split_data(SOURCE, TRAINING, TESTING, SPLIT_SIZE):
dataset = []

for unitData in os.listdir(SOURCE):
    data = SOURCE + unitData
    if(os.path.getsize(data) > 0):
        dataset.append(unitData)
    else:
        print('Skipped ' + unitData)
        print('Invalid file i.e zero size')

train_set_length = int(len(dataset) * SPLIT_SIZE)
test_set_length = int(len(dataset) - train_set_length)
shuffled_set = random.sample(dataset, len(dataset))
train_set = dataset[0:train_set_length]
test_set = dataset[-test_set_length:]
   
for unitData in train_set:
    temp_train_set = SOURCE + unitData
    final_train_set = TRAINING + unitData
    copyfile(temp_train_set, final_train_set)

for unitData in test_set:
    temp_test_set = SOURCE + unitData
    final_test_set = TESTING + unitData
    copyfile(temp_test_set, final_test_set)

YES_SOURCE_DIR = "dest_folder/val/yes/"
TRAINING_YES_DIR = "dest_folder/train/yes/"
TESTING_YES_DIR = "dest_folder/test/yes/"
NO_SOURCE_DIR = "dest_folder/val/no/"
TRAINING_NO_DIR = "dest_folder/val/no/"
TESTING_NO_DIR = "dest_folder/test/no/"
split_size = .8
split_data(YES_SOURCE_DIR, TRAINING_YES_DIR, TESTING_YES_DIR, split_size)
split_data(NO_SOURCE_DIR, TRAINING_NO_DIR, TESTING_NO_DIR, split_size)

Eventually show only red rectangles “without”

It cann't identify when I already wear a mask.

Hi Gurucharan
I have a question when I detect facemask.
It only show red rectangle “without_mask” when i don't wear a mask.
It cann't identify when I already wear a mask.
I hope you can give me assistance.
Thank you.

Purpose of xml file

Uploading Dataset

How you had uploaded dataset? Or how can I upload dataset on google colab?

'NoneType' object has no attribute 'shape'

getting error in this line of code "mini = cv2.resize(im, (im.shape[1] // size, im.shape[0] // size))".
Would you please elaborate about "im"?What it is?