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Enhancement Methods in Image Processing

Enhancement of an image simply means to convert or process an original image to other desired form which is suitable for user application. Availability of enormous enhancement methods sometimes lead to ambiguity in choosing an algorithm to process an image.
In this article, I will mention in brief about the uses of different methods which can be chosen at appropriate situations for beginners who have just entered the field of image processing. There are two important methods used for enhancement. Spatial Domain (direct manipulation of pixels of the image) and Frequency Domain (modifying the Fourier Transform of an image).

Spatial domain is directly applied on the pixel and is defined by g(x,y)=T[f(x,y)].If the processing is done over a 1*1 neighborhood, it is termed as point processing. Point operation include contrast stretching, noise clipping, window slicing and histogram modeling.

Spatial operations include noise smoothing, median filtering, lp, hp & bp filtering and zooming. There are other available methods such as transform operation and pseudo-coloring too.
On learning more about contrast stretching, the idea behind contrast stretching is to increase the dynamic range of the gray levels in the image that is being processed. Sometimes the dynamic range of a processed image far exceeds the capability of the display device, in which case only the brightest parts of the images are visible on the display screen at these situations we can use compression of the dynamic range. Gray level slicing is used for highlighting a specific range of gray levels in an image often is desired. Applications include enhancing features such as masses of water in satellite imagery and enhancing flaws in x-ray images.

Histogram processing can be done in three ways:
• histogram equalization,
• histogram specification and
• local enhancement.

The use of spatial masks for image processing is called spatial filtering. Smoothing filters are used for blurring and for noise reduction. To highlight fine detail in an image or to enhance detail that has been blurred, either in error or as a natural effect of a particular method of image acquisition. Uses of image sharpening vary and include applications ranging from electronic printing and medical imaging to industrial inspection and autonomous target detection in smart weapons. here in this we use masks such as prewitt, sobel or roberts.

 

Enhancement in the frequency domain
We simply compute the Fourier transform of the image to be enhanced, multiply the result by a filter transfer function, and take the inverse transform to produce the enhanced image.
Spatial domain: g(x,y)=f(x,y)*h(x,y) ¬ Frequency domain: G(w1,w2)=F(w1,w2)H(w1,w2).
Image Enhancement is one of the most necessary and important techniques in image research. The aim of enhancement is to improve the visual appearance of an image, or to provide a better transform representation for future automated image processing. Many images like medical images, satellite images, aerial images and even real life photographs suffer from poor contrast and noise. It is necessary to enhance the contrast and remove the noise to increase image quality. One of the most important stages in medical images detection and analysis is Image Enhancement techniques which improves the quality (clarity) of images for human viewing, removing blurring and noise, increasing contrast, and revealing details are examples of enhancement operations. The enhancement technique differs from one field to another according to its objective.

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Architha Reddy is pursuing M.Tech in NITTE, Bangalore. Apart from studies she also researches on different topics in Computer Science and contributes write-ups.

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December 28, 2018

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an inch thick and so I’m simply going to line it up along this top edge here and push it into it really really well to cut it straight along the bottom right along the plane of the bottom of the so this is what I wind up with it’s just kind of sandwiched in there like that and all it’s going to do it’s going to take up any additional airspace that happens to be in this cushion cover so again this takes a little bit of finessing to get this in and I’m making sure that I have my angled piece lined up with the angled piece on the cushion cover so if you have any unusual configurations what I would say is to take any unusual piece and put that in first so I’m going to start with that angled portion and put that directly into the corner it’s the point where these key pins are really really helpful they’re super heavy-duty so I do have to kind of manipulate this a little bit in order to get this turned up the proper way so I flipped this fabric over or under sorry 1/2 an inch and I need it a 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to any shape of cushion I’ve started this project by going ahead and stitching down the welt cording so the welt cord is done and basically what I do here to get these nice crisp corners is I clip the well cording at the corner and make that nice crisp turn so when it’s done you’ll be able to see a little peekaboo of the finished fabric from the top peeking it through so that’s how I finished this now again I’m going to go back to that same theory about seams and starting it at certain points where the seams are so I have to sew the side on and I’m referencing how this is going to go this corner needs to be lined up with this corner so I’m going to go ahead and I’m going to line this up directly at the corner and pin it in place and this is where I’m going to start stitching so I’ll view one on this side and then I’ll do the other one on the other side and I’ll be clipping around the corner I’ll be clipping the welt cord around the corner so that I can make that turn and have it look really nice and neat and so this is where this corner is going to wind up and I’m just going to pin it in place here so that I know where to start stitching so you’ll see I started at the corner and I came around and followed this configuration for the side panel and wound up here so I’m simply going to do the exact same thing on the other side start at this corner and go all the way around and make that configuration okay so this is a little different so now we have everything finished on the inside I flip it this way up and I’m going to put right sides together with the old fabric on top and what I’ve done again lining up all the corners first line up the corners pin them and then go ahead and pull it nice and taut and then get your centerpiece and pin that and so I’ll just show you briefly how I do that so I get one of my really nice T pins i line this up right at the corner and I pin it and then I pull it nice and tight locate the center and pin it again till I get all four corners and then I’m simply going to start at one end and go all the way around okay everything is sewn together you’ll see I’ve got all the corners matched up perfectly along all the edges so I have this giant opening here and what I need to do is make sure that I have a top and a bottom and I know that this is the bottom so I’m going to insert this this way and again it’s going to take a little bit of finessing to get it in there and chances are when you go back to your original piece you’re going to notice and perfections and what came out of the manufacturing facility that actually made the cushion so you know a lot of this stuff isn’t exactly 100 percent perfect so if you feel like you’re not going to be able to get this quite right I wouldn’t worry about that because the stuff that you’re buying probably isn’t 100 percent quite right either so trust me you’re going to make a nice product here I have one last example to show you of the throw pillow that goes along the sides of the entire sectional so I have a front and back cutout Assistants be original and I have my wall cord already covered that I pulled off of the original pillow and so basically all I’m going to do at this point is go ahead and at the bottom of the pillow I’ll line up my well cord and start stitching this on respond to the right side and so once I get that done I can go ahead and meet this welt cord together and remembering that I have the ends that are open and I can slip one piece inside the other once you have all of your well cord attached to the face fabric you can then take your backing fabric and place it over the top matching all of the corners and then take your teeth pins and pin all of those in place now when you’re stitching this just make sure that you’re going to be keeping a nice size opening at the bottom so that you can get your polyester fiberfill back in and you’re not going to be struggling to get it in there if you leave a big enough hole you’ll have plenty of space in order to put that back in very easily before I go ahead and flip it right side out I take the corners and I clip them very close into the stitching and help you probably three cuts per corner and what this is going to do it’s going to allow for some bunching that might occur if you just flicked it the way it was it’ll it will alleviate that from getting to bunching in the corners and make it make it live really really straight see how well the corners turned out simply by clipping them there say it’s going to lie nice and flat and if you’ll see here’s the original you know I think my corners look a little bit better than theirs do so I’m you know I think that’s a really great tip on getting these corners to lay just just the right way so from this point I’m going to go ahead I’ll step it and then I’ll go ahead and flip stitch it again with a monofilament threads you can’t see it I just want to give you a close-up on how this is closed off it’s closed off a little differently than the actual seat cushions the seat cushions themselves really won’t be seen but this is this is a pillow it’s going to be seen from all angles and so basically here’s what I do I come up into the blue fabric and grab a little bit of that and then I take the tip of the needle and I put it in a spot just above the stitching for the welt course so it’s just a little tiny bit above that and then I pull it and let me show you one more time I have the blue fabric get it in a little bit then go just above that welt cord stitching straight across and then come through pull it nice and tight and you’ll see I have all of this done it looks just as good as anything that came out of a machine so if you follow the same procedure you’ll have the exact same results here’s the before and here’s the after they’re identical this one’s a little cleaner so I’m wasn’t it difficult and I’m just going to plug away at it I’ve got 15 cushions all together so I’m just going to do the exact same process for each cushion now 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