google photos search for duplicates and delete

#Google photos search for duplicates and delete how to#

It hurts the ability of your model to generalize to new images outside of what it was trained on.

It introduces bias into your dataset, giving your deep neural network additional opportunities to learn patterns specific to the duplicates.

Having duplicate images in your dataset creates a problem for two reasons: Is there a way that I can automatically detect and remove the duplicates from my image dataset? Trying to do so manually sounds like an error-prone process. Why are duplicate images in a dataset a problem? Secondly, how do I detect the image duplicates?

My professor told me to be careful when building the dataset, stating that I needed to remove duplicate images. and then training a deep neural network on the dataset. I’m an undergraduate working on my final year graduation project and have been tasked with building an image dataset by scraping Google Images, Bing, etc.

#Google photos search for duplicates and delete how to#

I knew there were going to be duplicate images in the dataset - I therefore needed a method to detect and remove these duplicate images from my dataset.Īs I was working on the project, I just so happened to receive an email from Dahlia, a university student who also had a question on image duplicates and how to handle them: The dataset I was using was crafted by combining images from multiple sources. I can’t go into details of the project (yet), but one of the tasks required me to train a custom deep neural network to detect specific patterns in images. Over the past few weeks, I’ve been working on a project with Victor Gevers, the esteemed ethical hacker from the GDI.Foundation, an organization that is famous for responsibly disclosing data leaks and reporting security vulnerabilities. In this tutorial, you will learn how to detect and remove duplicate images from a dataset for deep learning.