Ai Capsule Network - Face Detection
First thing First: This is a new Algorithm which performs better as compared to existing ai solutions (Algorithm). Can be applied for Face Detection, Speech Recognition and image processing.
Till now, both the picture were treated same with existing AI solution. So in the absence of Capsule network, if you will use any existing AI algorithms and technique, the system will say both the picture are human face - which is technically wrong.
Let me dive into the AI ocean, so Let's start
A brief introduction to the topic who are new to AI:
In Artificial Intelligence we have the algorithm which solves the problem in the field of AI by applying Machine Learning and Deep Learning techniques.
Machine Learning: There are many algorithms which take data as input, learn from it and used for Classification and Regression issue solving in the field of AI. Like predicting the cost of the house based on area, the patient has got any particular disease or not, there is a fraud in ATM or not, based on question and answer predict whether a person will vote for BJP or Congress or Others.
Deep Learning: We can say it's Next Level of Machine Learning. This deals with something called CNN - Convolutional Neural Network. Deep learning solves the problem related to Classification and Regression (+Others). Solves a problem like - from a picture detect an animal, speech recognition, NLP.
What Capsule Network does
We all knew both the pictures are "Eiffel tower". As we have taken this picture from a different angle - as a human, we can detect the picture from any angle but it's difficult for a computer to understand this. Till now using Deep Learning Technique it was not 100% accurate to detect Eiffel tower by processing both the image, but now the accuracy is improved by 40% by introducing Capsule Network algorithm in Deep Learning.
How this is possible to solve such problem:
- These days we have powerful computers with powerful GPU (Graphics Card)
- CNN in Deep learning was helping to come-up with such solution
- Capsule Network Takes few parts of Neural Network and built its capsule which solves such a big problem.
Source code which you can use for your Project. You will find many implementations of this algorithm.
https://twitter.com/bikashkumars
Note: This article is meant for people who has got very little understanding of AI.