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hey guys this is Trini here and youamp;#39;re watching Python tutorial videos on my channel Python for microscopy on YouTube and the last few tutorials we talked about you know how to work with images in pillo library how to work with images and psychic image Sify how to manipulate numpy arrays in the last couple of tutorials were about OpenCV where we talked about loading images you know image cropping or resizing reshaping and a few basic functionality now OpenCV is designed for machine vision type of applications so doing these rudimentary tasks is great because we need to do that anyhow but it can do such a lot more and everyone of this topic is itamp;#39;s itamp;#39;s almost like an hour video you know but anyway considering that we are doing the basics let me again just introduce you to feature descriptors and key points yeah what do we mean by these feature descriptors and key points if you have an image in fact Iamp;#39;m going to let me just go jump to this website so you