COVID-19 CLASSIFICATION

The dataset that I used were from Iran researcher Mohammad Rahimzadeh. From the dataset that he shared, I took 3100 images that contain 500 infected Covid-19 images, 500 normal images, and i use 950 covid-19 images and 950 normal images to validation the result. After validation, i use 100 covid-19 images and 100 normal images.

The dataset that I used is shared in this folder : https://drive.google.com/drive/folders/1moLjWmHHTq_sGn6HhNX278ldu5jtD_at?usp=sharing

The whole dataset can be seen here : https://github.com/mr7495/COVID-CTset

The raw images are 16-bit grayscale images in TIFF format and normal monitors cannot visualize the image clearly. According to Mohammad Rahimzadeh instruction, the dataset must be normalized first by converted it to float by dividing each image pixel value by the maximum pixel value of that image. By using this normalisation the images will be 32-bit float type pixel values which can be seen in normal monitors.

Name		Name	Last commit message	Last commit date
Latest commit History 77 Commits
Adam 1e-3.ipynb		Adam 1e-3.ipynb
Adam ie-1.ipynb		Adam ie-1.ipynb
Adamax_0.001.ipynb		Adamax_0.001.ipynb
Adamax_0.01.ipynb		Adamax_0.01.ipynb
Adamax_0.1.ipynb		Adamax_0.1.ipynb
CLAHEOnly_Adamax_0.001.ipynb		CLAHEOnly_Adamax_0.001.ipynb
CLAHEOnly_Adamax_0.01.ipynb		CLAHEOnly_Adamax_0.01.ipynb
CLAHEOnly_Adamax_0.1.ipynb		CLAHEOnly_Adamax_0.1.ipynb
CLAHEOnly_Nadam_0.001.ipynb		CLAHEOnly_Nadam_0.001.ipynb
CLAHEOnly_Nadam_0.01.ipynb		CLAHEOnly_Nadam_0.01.ipynb
CLAHEOnly_Nadam_0.1.ipynb		CLAHEOnly_Nadam_0.1.ipynb
CLAHEOnly_RMSprop_0.001.ipynb		CLAHEOnly_RMSprop_0.001.ipynb
CLAHEOnly_RMSprop_0.01.ipynb		CLAHEOnly_RMSprop_0.01.ipynb
CLAHEOnly_RMSprop_0.1.ipynb		CLAHEOnly_RMSprop_0.1.ipynb
CLAHEOnly_adam_1e-1.ipynb		CLAHEOnly_adam_1e-1.ipynb
CLAHEOnly_adam_1e-2.ipynb		CLAHEOnly_adam_1e-2.ipynb
CLAHEOnly_adam_1e-2ipynb		CLAHEOnly_adam_1e-2ipynb
CLAHEOnly_adam_1e-3.ipynb		CLAHEOnly_adam_1e-3.ipynb
CLAHEOnly_sgd_0.001.ipynb		CLAHEOnly_sgd_0.001.ipynb
CLAHEOnly_sgd_0.01.ipynb		CLAHEOnly_sgd_0.01.ipynb
CLAHEOnly_sgd_0.1.ipynb		CLAHEOnly_sgd_0.1.ipynb
CLAHE_Adam_1e-1.ipynb		CLAHE_Adam_1e-1.ipynb
CLAHE_Adam_1e-2.ipynb		CLAHE_Adam_1e-2.ipynb
CLAHE_Adam_1e-3.ipynb		CLAHE_Adam_1e-3.ipynb
CLAHE_Adamax_0.001.ipynb		CLAHE_Adamax_0.001.ipynb
CLAHE_Adamax_0.01.ipynb		CLAHE_Adamax_0.01.ipynb
CLAHE_Adamax_0.1.ipynb		CLAHE_Adamax_0.1.ipynb
CLAHE_RMSprop_0.001.ipynb		CLAHE_RMSprop_0.001.ipynb
CLAHE_RMSprop_0.01.ipynb		CLAHE_RMSprop_0.01.ipynb
CLAHE_RMSprop_0.1.ipynb		CLAHE_RMSprop_0.1.ipynb
CLAHE_nadam_0.001.ipynb		CLAHE_nadam_0.001.ipynb
CLAHE_nadam_0.01.ipynb		CLAHE_nadam_0.01.ipynb
CLAHE_nadam_0.1.ipynb		CLAHE_nadam_0.1.ipynb
CLAHE_sgd_0.001.ipynb		CLAHE_sgd_0.001.ipynb
CLAHE_sgd_0.01.ipynb		CLAHE_sgd_0.01.ipynb
CLAHE_sgd_0.1.ipynb		CLAHE_sgd_0.1.ipynb
Gaussian_adam_1e-1.ipynb		Gaussian_adam_1e-1.ipynb
Gaussian_adam_1e-2.ipynb		Gaussian_adam_1e-2.ipynb
Gaussian_adam_1e-3.ipynb		Gaussian_adam_1e-3.ipynb
Gaussian_sgd_0.001.ipynb		Gaussian_sgd_0.001.ipynb
Nadam_0.001.ipynb		Nadam_0.001.ipynb
Nadam_0.01.ipynb		Nadam_0.01.ipynb
Nadam_0.1.ipynb		Nadam_0.1.ipynb
README.md		README.md
RMSProp_0.001.ipynb		RMSProp_0.001.ipynb
RMSProp_0.01.ipynb		RMSProp_0.01.ipynb
RMSprop_0.1.ipynb		RMSprop_0.1.ipynb
SGD_0.001.ipynb		SGD_0.001.ipynb
TA_NewScenario.ipynb		TA_NewScenario.ipynb
TESTCLAHEOnly_Adamax_0.01.ipynb		TESTCLAHEOnly_Adamax_0.01.ipynb
gaussian_Adamax_0.001.ipynb		gaussian_Adamax_0.001.ipynb
gaussian_Adamax_0.01.ipynb		gaussian_Adamax_0.01.ipynb
gaussian_Adamax_0.1.ipynb		gaussian_Adamax_0.1.ipynb
gaussian_RMSprop_0.001.ipynb		gaussian_RMSprop_0.001.ipynb
gaussian_RMSprop_0.01.ipynb		gaussian_RMSprop_0.01.ipynb
gaussian_nadam_0.001.ipynb		gaussian_nadam_0.001.ipynb
gaussian_nadam_0.01.ipynb		gaussian_nadam_0.01.ipynb
gaussian_nadam_0.1.ipynb		gaussian_nadam_0.1.ipynb
gaussian_rRMSprop_0.1.ipynb		gaussian_rRMSprop_0.1.ipynb
gaussian_sgd_0.01.ipynb		gaussian_sgd_0.01.ipynb
gaussian_sgd_0.1.ipynb		gaussian_sgd_0.1.ipynb
sgd_0.01.ipynb		sgd_0.01.ipynb
sgd_0.1.ipynb		sgd_0.1.ipynb

rfadhila07/COVID-19-CLASSIFICATION

Folders and files

Latest commit

History

Repository files navigation

COVID-19 CLASSIFICATION

About

Topics

Resources

Stars

Watchers

Forks

Languages