Image Tagger - Multi-Label CNN Image Classification
In today’s article, we are going to perform Multi-Label Image Classification using Convolutional Neural Networks. Machine Learning model trained with such an approach, would be able to generate multiple descriptive labels for a given input image. Such an application could be used to generate hashtags for social media posts, like in the below example (iOS App).
Enhance your social media posts with trending hashtags! * AI powered automatic hashtag selection* Intuitive editing*…
Multi-Class CNN Image Classification
Before we dive into the multi-label classification, let’s start with the multi-class CNN Image Classification, as the underlying concepts are basically the same with only a few subtle differences. If you are completely new to this field, I recommend you start with the following article to learn the basics of this topic.
Image Classifier - Cats🐱 vs Dogs🐶
Leveraging Convolutional Neural Networks (CNNs) and Google Colab’s Free GPU
Multi-Class vs Multi-Label Classification
To learn what is a multi-label classification, let’s use an analogy to the multi-class classification and illustrate it with the following example.
What’s the difference?
The difference between classes and labels is that…