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The Lens distortion filter is truly amazing, being able to repair all kinds
of distortions. It can remedy the bulging created by a wide-angle lens, and the
weird distortion created by taking a photo too close to subject ? such as the
bulging nose of a friend

Lens Correction filter in Photoshop CS2
The Lens correction filter is truly amazing, being able to repair all kinds of
distortions. Not only can it remedy the bulging created by a wide-angle lens,
and the weird distortion created by taking a photo too close to subject – such
as the bulging nose of a friend – but it can also straighten images taken at
angles and make them appear as if they were shot straight on. To demonstrate,
let’s take an image that suffers from many problems, and correct it.
This Tutorial is an Exerpt from Colin Smith's book.
How to Do Everything with PhotoshopCS2. (McGraw-Hill/Osborne books 2005)
Step1:
Open an affected image and choose Filter: Distort: Lens Correction Figure 1
shows the filter’s dialogue box. Notice the grid that assists us in lining
things up.

Step2:
The first job is to straighten the image. It's impossible to fix all the other
angles if the image is not straight first.
Choose the straighten tool for the left side of the dialogue box as shown in
Figure 2.
Click-&-drag across the image to define the new horizon, Try to follow a
horizontal line in the image if there is one.

Step3:
The image suffers from keystoning – it's narrower at the bottom than the top –
so we'll adjusting the Vertical Perspective to make the top and bottom the same
width.
Adjusting the Horizontal perspective appears to rotate the image through 3D
space. What's really happening is that we're making one side narrower than the
other to combat perspective problems. You can also change the Angle to counter a
diagonal distortion Figure 3 shows the perspective repaired.

Step4:
Notice how the image appears to bulge. Move the Remove Distortion slider to the
left to 'bulge out' and move to the right to 'pinch in'. This also works by
choosing the Remove Distortion tool, which is the topmost tool icon on the left
of the Lens Correction window. Once the tool is selected you can drag in the
image, although I find that the sliders give you more control.
After adjusting the distortion, you may need to go back and again tweak the
perspective. The Vertical Perspective has been readjusted to compensate. (see
Figure 4).

Step5:
Finally, choose an edge option:
Transparency: Produces transparent pixels outside of the distorted rectangle
Background Color: Fill the empty pixels with the current background colour
Edge Extension: Stretches edge pixels to fill the background (see Figure 5).
Click OK to apply

Step6:
The before-&-after Figure 6 shows the power of the Lens Correction filter. To
finish off the effect, crop the image to suit your needs. As you can see this
really is a great tool for fixing distorted images.
Tutorial Source
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