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SrijanShovit / HealthLearning

A repo comprising of various Machine Learning and Deep Learning projects in healthcare domain.
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Brain Tumor MRI Classification #8

Closed theiturhs closed 2 months ago

theiturhs commented 2 months ago

Being a GSSOC'24 contributor, I am looking forward to proceed with "Brain Tumor MRI Classification" focusing on MRI images. The dataset will undergo preprocessing steps such as cleaning (if required, suppose the image data contains some salt and pepper noise, it can be removed using Median filter), and feature extraction. For modeling, I will utilize convolutional neural networks (CNNs), well-suited for image classification tasks.

Thanks!

Basma2423 commented 2 months ago

I worked on a BRAIN-MRI dataset before Can you assign it to me? @SrijanShovit

Full name: Basma Mahmoud GitHub Profile Link: Basma2423 Email ID: mayarbasma2423@gmail.com Approach for this Project: Multiple Deep Learning pre-trained models + CNN What is your participant role? (Mention the Open Source program): GSSoC-2024 participant

Can you add the label for GSSoC, please? Thanks.

HarshaliD commented 2 months ago

Hi , I'm excited to contribute to this project. Could you please assign me? Looking forward to getting started! @SrijanShovit

Full name: Harshali Devi GitHub Profile Link: HarshaliD Email ID: harshalidevi@gmail.com Approach for this Project: Trying various CNN architectures like ResNet50 and VGG-16 model using Tensorflow and Keras. What is your participant role? : GSSoC-2024 participant

SrijanShovit commented 2 months ago

@theiturhs Please proceed: Step 1:

  1. Explore classes and their respective sizes in dataset and perform necessary augmentation.
  2. Decide upon the number of samples nearly for each class and relevant strategy for noise removal, augmentation(be careful about this).
  3. Upload modified dataset on kaggle(easy to work with later).

These all steps make us ready to start working on a proper dataset. Next steps will have separate issues.

theiturhs commented 2 months ago

Thank you @SrijanShovit for providing this to me. I will proceed with provided Step 1.

Pranali3103 commented 2 months ago

Hi @theiturhs I am GSSOC'24 contributor , please assign me this issue .

SrijanShovit commented 2 months ago

Hi @theiturhs I am GSSOC'24 contributor , please assign me this issue .

Already taken up, you can search some other disease's dataset and come up with an idea.