Need help with a ForAll[] in Mathematica

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In summary: I think it should be based off the line of intensity, but I am not sure how to go about doing that. I looked into it and found that if you take the derivative of the saturation vector with respect to the line of intensity, you will get a number that is a function of the angle between the line of intensity and the vector pointing towards the origin. This number is then used to calculate the angle and so forth. I am not sure if this works or not and I am open to any feedback on this. So in summary, I am trying to develop a code that will take the Red, Green, Blue channels of an image and convert each
  • #1
Agent M27
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As you may have seen in previous postings I am developing a code that will ultimately take as input the Red, Green, Blue channels of an image and convert each pixel value to its corresponding Hue, Saturation, Intensity value. I have gotten a great deal of the code to work properly but am really hitting a stumbling block when it comes to the hue calculation. A little background on hue calculation. Hue is based off the inequality of the proportions of blue to green. If there is more blue in say element B[i,j] than there is green in element G[i,j], that is a greater value number,it then needs to perform a specific formula based on this inequality. This is the tricky part. As you can see from my code I have made use of a ForAll to define the parameters of hue, but it is basing it's calculations solely off of the first element and going with that which is incorrect, it needs to check each element for this inequality. If anyone could offer some advice around this issue it would be greatly appreciated. Thanks in advance.

Joe
 

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  • #2
ForAll is not what you want.

I am not at all certain what you are trying to do with this, but maybe this will help you.

Map[If[#,360 - ArcCos[(.5((r1 - g1) + (r1 - b1)))/(((r1 - g1)^2 + (r1 - b1)(g1 - b1))^(1/2))]*180/Pi,ArcCos[(.5((r1 - g1) + (r1 - b1)))/(((r1 - g1)^2 + (r1 - b1)(g1 - b1))^(1/2))]*180/Pi]&,matGreater]

Map[function,list] is going to go through that list and apply the function to each element. So what I wrote above is a big complicated If[] function that will look at each element of your matGreater and depending on whether the element is True or False will give you one or the other results of the If[]. When all this is done Map[] will put all those results into a list and that will be your result.

It is not clear to me where your r1, b1 and g1 are coming from. Are those supposed to be picked up out of your list and be potentially different for each of your tests? I suspect this is true but I cannot tell.

Could you perhaps forget Mathematica, and all the complexity that brings in, temporarily and just write the most stunningly clear description of what you really need to accomplish? It might take you days to get that description so well written that someone who knows nothing about what you are trying to do could read it and understand exactly what needs to be done. But with that description I suspect it will be possible to write far simpler and correct Mathematica code.
 
  • #3
Thank you for all your assistance throughout this process Bill. So here is an explicit rundown of what I am after. Starting with the idea, I am trying to develop a module which will take input matrices which will represent the red, green, and blue channels of a digital image. This module will evaluate each pixel, or element, and do several calculations to convert each pixel into an hue, saturation, and intensity value. The last two operations, saturation and intensity, have been figured out, but I will explain what they are doing since it may help with the hue problem.

So we begin with a cube of equal length one, inside of which all red, green, and blue pixel values will lie, these are denoted by r,g,b=R,G,B/255. Once these values are obtained they are used to calculate the intensity. Going back to the cube, the line of intensity runs from 0,0,0 to 1,1,1 inside the cube, so intensity is the average of the three channels. Once along this intensity line we can form a plane triangle which has each of its vertices at {(0,0,1) (0,1,0) (1,0,0)}. To find where those r,g,b values lie on this triangle we convert them into r1,g1,b1 by taking the average of the normalized values which is done by r1,g1,b1=r,g,b/(r+g+b). Once these values are obtained we can use them to find the saturation and hue of each pixel/element in the matrix.

Saturation can be thought of as a vector emanating from the line of intensity in the center of the plane triangle. For saturation I created a composite matrix to represent a real image, where each element is a triplet of r1,g1,b1. Saturation is based off the lowest valued pixel of the three which is done using the Min[] function, these values are between (0,1) and are returned in a matrix detailing the saturation for each individual pixel. Hue is the last part and is confusing to me as to why it is somehow different.

Hue is the angular separation of the r1,g1,b1 pixels with respect to some reference point which is built into the equations I used. So for the hue calculation we need to first evaluate the input matrices which is what I did using your recommendation of matGreater, which is very useful by the way thanks again. Once we do this matGreater figures out which elements of blue are greater than green, and we can begin calculating hue for each pixel in R,G,B based on the values of r1,g1,b1. As you can see when B is greater than G so to will b1 and we use a specific calculation on this element using the values located in the same element of r1, g1, & b1. From here I want to be able to construct a matrix with values between (0,360) which will denote the hue angle of each pixel. Sorry for being so short in the beginning, I sometimes get caught up and forget not everyone is working on the same things I am, thanks for your patience. Take care.

Joe
 
  • #4
OK. It looks like you have made a serious effort here and aren't just begging for someone to do your work for you.

I Google for rgb to hue saturation and I in the top six hits I find http://support.microsoft.com/kb/29240

Is that source code the simplest description of what you need to do that you have seen? Or have you found something even simpler and easier to understand out there to base this on?

If you haven't found anything simpler then that web page gives you a Hue calculation in about a dozen lines. If you have a better example calculation we can use it instead.

Either way we now need to translate whatever the source language is into Mathematica.

When I look at your Notebook above I assume RGBConvertHSI[] is passed equal length vectors of numeric values. True? And you are scaling 0..255 down to 0..1 for all those values. True?

Now on the next line with your Table of Table of bunch of subscripts of Extract of Map of who knows what, what are you really trying to accomplish? Are you trying to turn r={h,i,j...}, g={k,l,m...}, b={n,o,p...} into rgb={{h,k,n},{i,l,o},{j,m,p},...}? If so then try rgb=Transpose[{r,g,b}] and VERIFY that this works correctly.

Now on the next line with your summ=Total[rgb,{3}] what are you trying to do? I'm very confused by this. Are you trying to add all the values of all the r and g and b together? Or just add the r and separately add the g and separately add the b? What do you want summ to be?

Now on your next line you want to take a Determinant and you say it doesn't work. Determinant works on a (usually square) matrix. Usually Total is going to give you a number, like 12, and the Determinant of 12 needs explaining.

Ok, maybe this is enough to start with, and we haven't even gotten to Hue yet.

Please answer these questions and hopefully we can help you get a working notebook that is far simpler than what you have now.
 
  • #5
I'm experimenting, trying to guess what you are doing.

As a test case begin with
r = {{1, 2}, {3, 4}}; g = {{5, 6}, {7, 8}}; b = {{9, 10}, {11, 12}};
and step by step go through these

rgb=Table[{r[[i,j]],g[[i,j]],b[[i,j]]},{i,Length[r]},{j,Length[First[r]]}]
or you could use this instead
rgb=Partition[Transpose[{Flatten[r],Flatten[g],Flatten}],Length[r]]

summ=Map[Total,rgb,{2}]

Det[summ]

If[Det[summ]==0,(*then*)r1=g1=b1=Table[1/3,{i,Length[r]},{j,Length[First[r]]}],
(*else*) r1=r/(r+g+b); g1=g/(r+g+b); b1=b/(r+g+b)]

r1g1b1comp=Table[{r1[[i,j]],g1[[i,j]],b1[[i,j]]},{i,Length[r1]},{j,Length[First[r1]]}]

Then try values for r,g,b that make Det[summ] zero and nonzero to see if you can assure yourself that every detail of the saturation and intensity calculations are correct. Follow each of those numbers in r,g and b to see they are going the right place. If anything is incorrect then we have to fix my mistakes.
 

Related to Need help with a ForAll[] in Mathematica

1. What is the purpose of a ForAll[] function in Mathematica?

The ForAll[] function in Mathematica is used to specify that a certain statement is true for all values of a given variable or set of variables. It is often used in conjunction with logical operators such as "And" or "Or" to express a universal quantification.

2. How do I use the ForAll[] function in Mathematica?

The ForAll[] function follows the syntax ForAll[{variable}, condition, expression], where the variable can be a single variable or a list of variables, the condition is a logical statement, and the expression is the statement that must be true for all values of the variable(s). For example, ForAll[x, x>0, x^2>0] would return True.

3. Can I use ForAll[] to represent multiple conditions?

Yes, you can use multiple conditions in the ForAll[] function by using logical operators such as "And" or "Or". For example, ForAll[x, x>0 && x<10, x^2>0] would return True, as both conditions are satisfied.

4. Can I use ForAll[] with functions or equations?

Yes, the ForAll[] function can be used with functions or equations to express a universal quantification. For example, ForAll[x, Sin[x]>0, x>0] would return True, as the sine function is always positive for positive values of x.

5. Are there any alternatives to using ForAll[] in Mathematica?

Yes, there are other universal quantifiers in Mathematica such as Exists[] and ForAllValues[], which can also be used to express statements about variables. Additionally, you can use the built-in functions ForAll and Exists in combination with logical operators to achieve similar results.

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