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. in print at:. If you find a document you want, just place the cursor and right click to bookmark it. This site uses cookies, You Can Delete.Q:

ROC curve for a multiple-instance classification

I would like to understand how a multiple-instance classification is implemented.
I have a task for which the task is the following:
Given a bunch of image for which I would like to classify if they contain flowers, trees or grass.
I have obtained some images, these images can be seen below:

I have used OpenCV to detect if an image contains a flower, and for each image, I got a scalar value, which is 1 if the image contains a flower and 0 if it doesn’t.
These values can be seen here:

Would it be possible, knowing the results of this classification, to put together a ROC curve that tells me if a detection rate of a algorithm is correct? If yes, can I take some tips on how to implement such a thing?

A:

You can think of the problem as 2 independent classification problems:
1) flower classification
2) tree/grass classification
1) and 2) can be solved using different machine learning algorithms. In your case, you can use SVM to classify a given image as a flower or not. Then, you use a voting mechanism in order to identify which of the two classes the given image belongs to.
So, you can first classify flower images and then predict for each classified flower if it’s a grass/tree.
I hope this will help you.

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I Principi Di Biochimica Lehninger 5 Ed Pdfl

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And what makes you different from the many other creationist websites out there? Actually, I have been searching for such websites since July 1997. I have been all over the Internet, including the Christian Science Monitor, Answers.com, and the American Institute for Creation Research (AIRC). I have even found a website that will address my interests to no avail. That was the Christian Biodiversity Group at the University of Washington. No, I have never subscribed to their newsletter. Why? Because in the past 3 1/2 years I have found the Internet a MUCH more productive tool than any letter I could possibly write to any expert in the field. I do not want to bother any expert with my queries when I am finding out what they already know. I do not want to take my thoughts and ideas away from creating a creation-based website and spend my time in writing these letter to try to get the expert to answer my quesitons. In the future, I might start sending these letters. But I want to keep my creative work for my creation website first. I would have spent more time on my site if I had spent more time sending letters!

Anyway, I have to find someone who can write in a way that I can respond to. I have never seen a creation website written in a way to attract non-believers. I am even willing to take this into a Ph.D. program. The point is, I do not have time to answer all the questions that I encounter from the time I spend on creating a creation-based website. I am creating another creation-based website right now!

“Promoting intelligent design: James McCaffrey, the founder of the National Center for Science Education, has advocated arguing that both evolutionary and intelligent-design claims are valid, but only one of them is scientific. I have been aware of this “science wars” approach for decades, but never understood its potential for generating support among the public. Yet no one has exploited this possibility any better than McCaffrey and the NCSE, which has continued to fail to distinguish among a variety of different scientific theories–a habit that has helped to blur the often stark differences between creation and evolution.”

“Scientists and educators have been attempting for years to teach science and engineering to young people