Staircases Segmentation Using DL Issue #217

[kanishkakataria]

Pull Request for DL-Simplified 💡

Issue Title : Staircases Segmentation using DL #217

• Info about the related issue (Aim of the project): To perform segmentation that is to classify the staircase images as ascending and descending using transfer learning models
• Name: Kanishka Kataria
• GitHub ID: kanishkakataria
• Email ID: [email protected]
• Idenitfy yourself: SSOC 23' Contributor

Closes: #217

Describe the add-ons or changes you've made 📃

I have used transfer learning algorithms like Xception,VGG16,InceptionV3,MobilenetV2 for the training which are pretrained using imagenet weights. For each model I have used the baseline model and have added few conv3D,dense , dropout layers accordingly with batch normalization according to the accuracy of the trained model.

Type of change ☑️

What sort of change have you made:

• Bug fix (non-breaking change which fixes an issue)
• New feature (non-breaking change which adds functionality)
• Code style update (formatting, local variables)
• Breaking change (fix or feature that would cause existing functionality to not work as expected)
• This change requires a documentation update

How Has This Been Tested? ⚙️

I have generated confusion matrix,classification report,accuracy curve and loss curve between training and validation respectively. Other than this I have made predictions on the trained model using 2 test sample for each of four algorithms used.

Checklist: ☑️

• My code follows the guidelines of this project.
• I have performed a self-review of my own code.
• I have commented my code, particularly wherever it was hard to understand.
• I have made corresponding changes to the documentation.
• My changes generate no new warnings.
• I have added things that prove my fix is effective or that my feature works.
• Any dependent changes have been merged and published in downstream modules.

[github-actions]

Our team will soon review your PR. Thanks @kanishkakataria :)

[abhisheks008]

Images are not visible in the README.md file, while clicking on them, it is showing that file not found. Please have a look at that and fix it.

@kanishkakataria

[kanishkakataria]

@abhisheks008 I have rectified the changes and now the images are visible. Sorry for the inconvenience

[abhisheks008]

Your PR is approved and ready to be merged.
@kanishkakataria