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Add morphology operation #874
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c78b49c
Add morphology operation
ArchdukeTim 72d9919
Add kernel operation and add both kernel and morphology to code gener…
ArchdukeTim 5bbadde
Don't reallocate Point, Size, or Kernel
ArchdukeTim bd1c4f4
Add morph function to python code
ArchdukeTim 5cfc0ea
Fix python generated code format
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89 changes: 89 additions & 0 deletions
89
core/src/main/java/edu/wpi/grip/core/operations/opencv/NewKernelOperation.java
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package edu.wpi.grip.core.operations.opencv; | ||
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import edu.wpi.grip.core.Description; | ||
import edu.wpi.grip.core.OperationDescription; | ||
import edu.wpi.grip.core.sockets.InputSocket; | ||
import edu.wpi.grip.core.sockets.OutputSocket; | ||
import edu.wpi.grip.core.sockets.SocketHint; | ||
import edu.wpi.grip.core.sockets.SocketHints; | ||
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import com.google.inject.Inject; | ||
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import org.bytedeco.javacpp.opencv_core.Mat; | ||
import org.bytedeco.javacpp.opencv_core.Size; | ||
import org.bytedeco.javacpp.opencv_imgproc; | ||
import org.python.google.common.collect.ImmutableList; | ||
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import java.util.List; | ||
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@Description(name = "New Kernel", | ||
summary = "Create a kernel of custom size", | ||
category = OperationDescription.Category.OPENCV, | ||
iconName = "kernel") | ||
public class NewKernelOperation implements CVOperation { | ||
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private final SocketHint<KernelEnum> typeHint = SocketHints.createEnumSocketHint("kernelType", | ||
KernelEnum.MORPH_RECT); | ||
private final SocketHint<Number> widthHint = SocketHints.Inputs | ||
.createNumberSpinnerSocketHint("width", 1, 1, Integer.MAX_VALUE); | ||
private final SocketHint<Number> heightHint = SocketHints.Inputs | ||
.createNumberSpinnerSocketHint("height", 1, 1, Integer.MAX_VALUE); | ||
private final SocketHint<Mat> outputHint = SocketHints.Outputs.createMatSocketHint("kernel"); | ||
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private final InputSocket<Number> widthSocket; | ||
private final InputSocket<Number> heightSocket; | ||
private final InputSocket<KernelEnum> typeSocket; | ||
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private final OutputSocket<Mat> outputSocket; | ||
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@Inject | ||
@SuppressWarnings("JavadocMethod") | ||
public NewKernelOperation(InputSocket.Factory inputSocketFactory, | ||
OutputSocket.Factory outputSocketFactory) { | ||
this.typeSocket = inputSocketFactory.create(typeHint); | ||
this.widthSocket = inputSocketFactory.create(widthHint); | ||
this.heightSocket = inputSocketFactory.create(heightHint); | ||
this.outputSocket = outputSocketFactory.create(outputHint); | ||
} | ||
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@Override | ||
public List<InputSocket> getInputSockets() { | ||
return ImmutableList.of( | ||
typeSocket, | ||
widthSocket, | ||
heightSocket | ||
); | ||
} | ||
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@Override | ||
public List<OutputSocket> getOutputSockets() { | ||
return ImmutableList.of( | ||
outputSocket | ||
); | ||
} | ||
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@Override | ||
public void perform() { | ||
final int widthValue = widthSocket.getValue().get().intValue(); | ||
final int heightValue = heightSocket.getValue().get().intValue(); | ||
final int kernelType = typeSocket.getValue().get().value; | ||
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outputSocket.setValue(opencv_imgproc.getStructuringElement(kernelType, new Size(widthValue, | ||
heightValue))); | ||
} | ||
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public enum KernelEnum { | ||
MORPH_RECT(0), | ||
MORPH_CROSS(1), | ||
MORPH_ELLIPSE(2); | ||
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public final int value; | ||
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KernelEnum(int value) { | ||
this.value = value; | ||
} | ||
} | ||
} | ||
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14 changes: 14 additions & 0 deletions
14
ui/src/main/resources/edu/wpi/grip/ui/codegeneration/cpp/operations/CV_morphologyEx.vm
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/** | ||
* Performs advanced morphology functions. | ||
* @param src the Image to morph. | ||
* @param op the morph operation | ||
* @param kernel the kernel for morphing. | ||
* @param anchor the center of the kernel. | ||
* @param iterations the number of times to perform the morph. | ||
* @param borderType pixel extrapolation method. | ||
* @param borderValue value to be used for a constant border. | ||
* @param dst Output Image. | ||
*/ | ||
void $className::#func($step ["src", "op", "kernel", "anchor", "iterations", "borderType", "borderValue", "dst"]) { | ||
cv::morphologyEx(src, dst, op, kernel, anchor, (int)iterations, borderType, borderValue); | ||
} |
8 changes: 8 additions & 0 deletions
8
ui/src/main/resources/edu/wpi/grip/ui/codegeneration/cpp/operations/New_Kernel.vm
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/** | ||
* Creates kernel of given shape and size | ||
* @param shape the kernels MorphShape. | ||
* @param size the size of the kernel. | ||
*/ | ||
void $className::#func($step ["shape", "size"]) { | ||
return cv::getStructuringElement(shape, size)); | ||
} |
24 changes: 24 additions & 0 deletions
24
ui/src/main/resources/edu/wpi/grip/ui/codegeneration/java/operations/CV_morphologyEx.vm
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/** | ||
* Performs advanced morphology functions. | ||
* @param src the Image to morph. | ||
* @param op the operation to perform. | ||
* @param kernel the kernel for morphing. | ||
* @param anchor the center of the kernel. | ||
* @param iterations the number of times to perform the morph. | ||
* @param borderType pixel extrapolation method. | ||
* @param borderValue value to be used for a constant border. | ||
* @param dst Output Image. | ||
*/ | ||
private void $tMeth.name($step.name())(Mat src, MorphType op, Mat kernel, Point anchor, double iterations, | ||
int borderType, Scalar borderValue, Mat dst) { | ||
if (kernel == null) { | ||
kernel = new Mat(); | ||
} | ||
if (anchor == null) { | ||
anchor = new Point(-1,-1); | ||
} | ||
if (borderValue == null) { | ||
borderValue = new Scalar(-1); | ||
} | ||
Imgproc.morphologyEx(src, dst, op, kernel, anchor, (int)iterations, borderType, borderValue); | ||
} |
8 changes: 8 additions & 0 deletions
8
ui/src/main/resources/edu/wpi/grip/ui/codegeneration/java/operations/New_Kernel.vm
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/** | ||
* Creates a kernel of given shape and size. | ||
* @param shape the kernels MorphShape. | ||
* @param size the size of the kernel. | ||
*/ | ||
private void $tMeth.name($step.name())(Mat shape, Size size) { | ||
Imgproc.getStructuringElement(shape, size); | ||
} |
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14 changes: 14 additions & 0 deletions
14
ui/src/main/resources/edu/wpi/grip/ui/codegeneration/python/operations/CV_morphologyEx.vm
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@staticmethod | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I tested this and it works |
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def $tMeth.name($step.name())(src, op, kernel, anchor, iterations, border_type, border_value): | ||
"""Expands area of lower value in an image. | ||
Args: | ||
src: A numpy.ndarray. | ||
kernel: The kernel for erosion. A numpy.ndarray. | ||
iterations: the number of times to erode. | ||
border_type: Opencv enum that represents a border type. | ||
border_value: value to be used for a constant border. | ||
Returns: | ||
A numpy.ndarray after erosion. | ||
""" | ||
return cv2.morphologyEx(src, op, kernel, anchor, iterations = (int) (iterations +0.5), | ||
borderType = border_type, borderValue = border_value) |
10 changes: 10 additions & 0 deletions
10
ui/src/main/resources/edu/wpi/grip/ui/codegeneration/python/operations/New_Kernel.vm
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@staticmethod | ||
def $tMeth.name($step.name())(shape, width, height): | ||
"""Creates kernel of given shape and size. | ||
Args: | ||
shape: The kernel MorphShape | ||
size: Size of kernel as a tuple | ||
Returns: | ||
A numpy.ndarray representing the kernel. | ||
""" | ||
return cv2.getStructuringElement(shape, (int(width), int(height))) |
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Won't this allocate a new matrix every time this perform method is called.
Don't you instead want to pass in an existing matrix so the memory can be reused?
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Ideally you'd create the kernel once with all the variables, but idk how to get that behavior.
Do you mean the Size matrix?
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There should be an overload that takes a
dest
as a parameter.There was a problem hiding this comment.
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I'm not sure I understand. Is there an example in the code I can copy?
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Unfortunately no.
What we are trying to avoid is allocating new memory on every call.
So there should be an alternative method called
getStructuringElement
that takes an additional arg calleddest
. You can pass a pre-allocated matrix so we aren't allocating more memory on every call.There was a problem hiding this comment.
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It's december of the next year, which means it's my turn to comment 😂
Going back and looking through this, I understand what we are going for, but not sure how that functionality is created in GRIP. The kernel creating isn't part of the pipeline, just the setup, although I think i'm combining the code generation with the actual application..lemme see what I can come up with for the application part and then I'll worry about code gen later