Avdhesh-Varshney commented 6 months ago

Pull Request for DL-Simplified 💡

Issue Title : Celebrity Faces Detection using Image Processing

Info about the related issue (Aim of the project) : The aim of this project is to detect the faces of the celebs based on the dataset.
Name: Avdhesh Varshney
GitHub ID: https://github.com/Avdhesh-Varshney
Email ID: avdheshvarshney786@gmail.com
**Idenitfy yourself: SWOC S4 Contributor

Closes: #461

First I imported all the required libraries and dataset for this project.
Perfoming the EDA on the whole dataset.
Chosing 1 target feature i.e., Attractiveness.
Converting all -1 values into 0 values as negative instances.
Visualizing the dataset distribution in univariate and bivariate with target feature.
Splitting the dataset into training, validation and testing set as given in list_eval_partition.csv file.
Due to high amount of dataset and uniform distribution of dataset for training, i will chose small amount from it for training, validation and testing purpose.
Pre-processing the images i.e., Data augmentation so that model will able to predict easily on any dimension of image like inverted, or at any angle of rotation, etc.
Finally, build a inceptionv3 model and import the weights already present on kaggle for training and freeze the starting some of the layers of the model and finally creating fully connected layer by own for training the model.
Train the model and plot the accuracy and loss of the model on test dataset.

What sort of change have you made:

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

github-actions[bot] commented 6 months ago

Our team will soon review your PR. Thanks @Avdhesh-Varshney :)

Avdhesh-Varshney commented 6 months ago

@abhisheks008 please review this pull request and requested to merge this under SWOC S4

abhisheks008 commented 6 months ago

Can you try out another model for this project? @Avdhesh-Varshney

Avdhesh-Varshney commented 6 months ago

@abhisheks008 i have done it today but the accuracy is not improved. I am still learning it. Res Net 50 - 50% accuracy Resnet 101 - 56% accuracy

abhisheks008 commented 6 months ago

@abhisheks008 i have done it today but the accuracy is not improved. I am still learning it. Res Net 50 - 50% accuracy Resnet 101 - 56% accuracy

Push the models in the Jupyter file.

Avdhesh-Varshney commented 6 months ago

@abhisheks008 again review the pr