Use Morphological Opening to Extract Large Image Features

Open an Image In One Step

You can use the imopen function to perform erosion and dilation in one step.

Read the image into the workspace, and display it.

BW1 = imread('circbw.tif');
figure
imshow(BW1)

Create a structuring element. The structuring element should be large enough to remove the lines when you erode the image, but not large enough to remove the rectangles. It should consist of all 1s, so it removes everything but large contiguous patches of foreground pixels.

SE = strel('rectangle',[40 30]);

Open the image.

BW2 = imopen(BW1, SE);
imshow(BW2);

Open an Image By Performing Erosion Then Dilation

You can also perform erosion and dilation sequentially.

Erode the image with the structuring element. This removes all the lines, but also shrinks the rectangles.

BW3 = imerode(BW1,SE);
imshow(BW3)

To restore the rectangles to their original sizes, dilate the eroded image using the same structuring element, SE.

BW4 = imdilate(BW3,SE);
imshow(BW4)

By performing the operations sequentially, you have the flexibility to change the structuring element. Create a different structuring element, and dilate the eroded image using the new structuring element.

SE = strel('diamond',15);
BW5 = imdilate(BW3,SE);
imshow(BW5)