Convolutional technique is used to reduce one image from 200x200 to 66x66 pixels
Non't forget to set Settings to Turbo mode and JIT compiler support.
All blocks dedicated to Deep Learning are stored under SOUND palette. 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IMAGES CONVERSION(cf 02-squeeze)
The project shows how to reduce an image of 200 x 200 px (px = pixel) to 66x66, 40x40, etc. An image is formed by a set of px seen either as a List, in this case each px is identified by its index position in the list. Either as a Table , then each px is identified by its coordinates col,lig. Each px has a color defined by 3 or 4 values from 1 to 255.
The method : 1) select one px 2) select the 8 px around 3)compute the average value of the 9 px (8 + selected px) 4) add this px value to a new list 5)use this list to make a new reduced image.
The only difficulty is to define the grid of selected px in order to give a coherent reduced image. With a 9x9 table of around px with a 3 x 3 grid gives a reduced 66x66 output image from a 200x200 input image.
Grid is calculated by "gridnew". The resulting table is converted with "unfold" as to give a list of selected px . This list is passed as parameter into "fullconv", which is a launcher of "nrgb", the core function of the project.
"nrgb" function need some explanation...
- a px color is defined by a list of 4 numbers, r for red, g for green and b for blue +255.
- the average numbers of the 9 px is calculated with a "scalar product"
- let define a px by its position index in the image table.Index starts from 1 at the top-left corner to 40000 at the down-right corner if the image is 200 x 200.
- if the selected px position index is x , above px index is x-200, below is x+200, left is x -1, right is x+1 and so on for the 4 remaining corner px. The 9 relative positions are stored in "lisar" (-201,-200,-199,-1,0,1,199,200,201)
- "fmap" sweeps this list to add to each relative position the index of selected px, this giving the list of absolute index of the 9 pixels.
- each element of this list calls the corresponding item of image pixel list.
- fmap again to store the 9 x 3 values and calulate their average value.
- this value is added to a new list.
- the new list is loaded into a costume of the same dimension than the new list.
NB :
- based on this example several variantes can be modelized.
- replace the 9 "1" numbers used in scalar product by sophisticated numbers in order to apply effects to the image.
- take 5x5 aroud pixels or 4x4
- select 9 pixels amongst 5 x 5 px around ("hole" method)
- "fmap" is written in Javascript. It benefits from a Snap! compiler set on with Settings +Ctrl-Shift. Reduction of processing time is significative.
- the project is ,in fact, a model of what is currently named "convolution".
Image recognition achieved by DCNN (=deep learning convolutional networks) rely on a sophisticated combination of NN and Convolution image layers like exposed in this project.
XLtim00100a1unfold a matrix made with COGRID to give a listypncnlTest different convolution filters can by changing the filter listreports a list of all pixels in the given costume. Each pixel is represented by a 4-item sublist of RGBA valuespixelsname
pixels
width
heightwidthheightcostume var i,
pixels = [],
src = costume.contents.getContext('2d').getImageData(
0,
0,
costume.width(),
costume.height()
);
for (i = 0; i < src.data.length; i += 4) {
pixels.push(new List([
src.data[i],
src.data[i + 1],
src.data[i + 2],
src.data[i + 3]
]));
}
return new List(pixels);overwrite the pixels in the given costume with another list of pixels.
Caution! This operation directly changes the costume. Make sure to use a copy in case you would like to revert changes later.reports the sprite's actual current costume, which may or may not be part of its wardrobe e.g. if it is a copyreports a copy of the given costume. This is especially useful when modifying a costume, so you can keep the original arounddisplay the given bitmap in a copy of the current costume (so you can switch back to the original costume again)takes a snapshot with the webcam and reports it as a new costume, or zero if the user 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