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Principles of image deblurring.
This paper presents a method for deblurring distorted images using a known convolution kernel. Pre-existing methods and algorithms are presented, each with its advantages and disadvantages. In this implementation, Gaussian kernels are considered for blurring. The algorithmic approach is detailed and the sampled results show the effectiveness of the chosen method.
KEYWORDS: image deblurring, non-blind image deconvolution
Image blurring is an undesired artifact commonly found in photography, as a result of camera shake. There are several ways to reduce this unwanted alteration [14] [7]. One way is to use faster exposures when taking photographs, but this brings up more disadvantages such as increased noise and decreased depth-of-field. Moreover, not all cameras are capable of this adjustment of settings. Placing the camera on a tripod is another solution, but tripods are space consuming and most photographers (the majority of which are amateur) do not normally carry them around. A software approach, which can be applied to photographs taken by any device, is therefore the most comfortable solution.
Solving the image automatic deblurring problem may help in numerous situations where blur presence leads to numerous and consistent errors in image processing like segment misclassification [13], erroneous (hand)writing detection [8][9][10], faulty acquisition device calibration [11][12], etc.
In computer science, blurring an image is equivalent to applying a filter known as Point Spread Function (PSF) to a sharp image. This is done by convoluting the original image, which will further be referenced as the true image, with the PSF, and optionally adding noise. Therefore, the process of blurring can be expressed mathematically as follows:
B=I[cross product]K+N
In this equation, B is the resulting blurred image, I is the original, K is the convolution kernel (or PSF) and N is the optional additive noise distribution. This expression reveals that deblurring can be reduced to the problem of finding I given B and, optionally, K and N.
If the kernel is known, the deconvolution is called blind. Similarly, if it remains unknown, it is called non-blind. In this case, it needs to be estimated using the blurred image in order to apply deconvolution and obtain a better result.
This paper presents a method for blind image deconvolution based on one of the best known algorithms in this domain called Richardson-Lucy. The original algorithm is improved by adding padding to the edges of the blurred image. This reduces the ringing artifact, which is an undesired, yet common occurrence. In order to emphasize the effectiveness of the algorithm, the application takes sharp images as input, and then applies a Gaussian kernel of user defined size. The user can then pad the blurred image with custom sized borders before deblurring. The Richardson-Lucy algorithm is iterative; each iteration results in an intermediate output which is presented to the user, who chooses when the deblurring loop should end. Although this algorithm does not have optimal results on Gaussian kernels, the results are quite satisfactory.
The user is free to experiment with kernels and borders of various sizes, as well as different steps of deconvolution, and save the resulting images in order to compare them and decide which combination is closer to the optimal one.
Jong-Ho Lee and Yo-Sung Ho [1] propose a very effective technique for non-blind deconvolution, a key component of which is adaptive regularization. This consists of extending the blurred image with borders that will help preserve edge information while restoring the latent image. Their paper starts with presenting the ringing artifact introduced by the Richardson-Lucy algorithm. The article explains how this effect is caused by the propagation of errors from the borders inwardly, since pixel information beyond the borders of the image is unavailable. Deconvolution, like its inverse operation, convolution, consists in applying a kernel to the larger image matrix. Naturally, erratic results appear near the edges, where the information for reconstructing the image window is incomplete. These errors are further propagated towards the center and other edges of the image, depending on the corner of start in the deconvolution process. Incorrect pixel values form waves, or rings, in the reconstructed image.
Their solution to the ringing problem is to extend the blurred image with borders that provide a natural continuation of the pixel information near the edges. These borders are processed together with the blurred image and can then be trimmed out of the result. There are more ways of filling this extra space. The present project replicates the last line and the last column respectively to achieve the user specified size. Ho and Lee's paper proposes a mathematical approach for a non-uniform, yet equally useful extension:
Their idea is to extend the original image O with three supplementary blocks, first A or B, then C as a combination of the previous two. The formulas they propose can be adjusted and guarantee the preservation of information. The approach presented in this paper is a particular case of their general formulation.
Renting Liu and Jiaya Jia [2] also relate to reducing boundary artifacts in their paper. Their approach is more complex than the simplistic addition of borders. Under the assumption that the convolution kernel is known, they propose generating an extrapolated image from the blurred one using tiles, which they define as rectangular image blocks that follow certain patterns nearing the edges. Therefore, by tiling a set of blocks in a certain order, it can be guaranteed that no distinct discontinuities be observed between neighboring blocks.
Tile generation.(a) A base block, representing the input image. (b) A set of tiles obtained from the original block arranged in such a way that the boundaries of adjacent blocks have the same intensity values. (c) A rectangular tile (T) composed from the arranged blocks.
After extending the original to a tile as shown, the Richardson-Lucy deconvolution algorithm is applied in the frequency domain. All operations are performed on the Fourier transform of the image. In this case, an iteration step in the algorithm comprises in a fast Fourier transform (FFT), a deconvolution step on the result and the inverse transform.
More advanced techniques can be found in the works of Li Xu and Jiaya Jia [3] and Rob Fergus, Barun Singh, Aaron Hertzmann, Sam Rowels and William Freeman [4]. Their papers concentrate the effort on kernel estimation, since their main point of interest is non-blind deconvolution. Xu and Jia construct an edge map of the blurred image and proceed in reconstructing the kernel based upon it. After a sufficient number of iterations, when the outcome is considered adequate enough, a fast deconvolution algorithm is employed. Their results are spectacularly clear and the algorithm, although difficult to implement, is fast.
The other five authors focus their attention on deblurring shaky photographs with no additional information. They use a mathematical model of the distribution of gradients found in most photographs, basing their claims on extensive research in the domain of photography analysis. By superimposing the gradient map of the blurred image given as input with a "standard" one, obtained either mathematically or empirically, from correct photographs, they estimate what the motion that generated the errors must have been. User input is also valuable, since most times the photographer can give an idea on how the camera may have moved, therefore providing a valuable point of departure in the reconstruction. Using the resulting kernel, they employ a standard deconvolution algorithm, obtaining surprisingly accurate and clear images.
The purpose of this application is to provide a simple, fast and effective way of deblurring images, given the blur kernel. The algorithm of choice is a variant of Richardson-Lucy. In order to improve its results, padding was added to the blurred image as presented earlier. A key element of this application is the full control the user has over the whole process: blurring, edge padding and deconvolution. For the purpose of simplicity, images can be blurred in the application with a custom size Gaussian kernel. Then, the user specifies the width and height of the padding borders. After adding them, each iteration of the Richardson-Lucy algorithm is run on the intermediate results, which are visualized by the user. Upon reaching a satisfactory result, the iterative loop can be broken and the final result saved. The following sections detail each operation.
The Algorithm
Blurring the original
The Gaussian distribution is one of the simplest filters that can be applied to an image in order to blur it, or smooth it out. The expression of the Gaussian filter is as follows:
where x is the distance from the point of origin in the horizontal axis, y is the distance from the point of origin in the vertical axis and [sigma] is the standard deviation of the Gaussian distribution. When applied in two dimensions, on an image, for instance, this formula alone produces a surface whose contours are concentric circles with a Gaussian distribution from the center point. The values of this distribution comprise a convolution matrix, the filter which is applied to the image. This results in each pixel's new value being set to a weighted average of its neighbors' values.
In theory, the Gaussian function at every point on the image will be non-zero, meaning that all the pixels in the image affect the value of a single new pixel. In practice, when working on discrete images, the contribution of pixels further than 3 positions away from the source is negligible.
Padding the edges
As previously detailed, running Richardson-Lucy directly on the blurred image could lead to ringing ripples appearing in the reconstructed image. In order to overcome this, the blurred image can be padded by replicating a customizable number of times the bottom-most line and the right-most column. These form the A and B blocks described in the previous section, with the C block as their intersection.
As previously mentioned, the deconvolution algorithm of choice is Richardson-Lucy. This is an iterative procedure which takes as input the blurred image and the PSF (in this case, the Gaussian distribution) and applies a sequence of operations in order to reconstruct the original image. There are more variants of this algorithm. The best known one uses as initial image a random distribution of pixels, adding value to them at each iteration step.
Pixels in the blurred image can be expressed using the PSF and the original (unknown) image:
The notation are as follows: [d.sub.i] is the value of the ith blurred pixel, [p.sub.ij] is the value of the PSF coming from the location j and observed in location I, and [u.sub.j] is the value of the jth pixel in the original, unknown, image. The purpose of the algorithm is to compute the most likely [u.sub.j], one step at a time. This leads to an equation for [u.sub.j] that can be solved iteratively:
The first estimation can be a uniform or random distribution of values, which converges towards the original with each step. Although this solution is simple and straightforward and does find the result, it can be very time consuming due to the large number of iterations that have to be performed.
This project proposes an approach that leads to the result significantly faster. The solution is remarkably simple--use the blurred image as initial estimation and, at each iteration step, determine the error an additional blurring with the known kernel would introduce. This error can be used to reverse the blurring effect.
Reconsider the initial blurring equation:
B=I[cross product]K+N
Consider there is no noise:
[B.sub.ij]=[I.sub.ij][cross product][K.sub.ij]
Leading to:
Or, in a simplified form:
The application is implemented in C++. It is compiled for 32bit architectures and runs on all Microsoft Windows distributions from Windows XP to Windows 8.1 (tested on Windows XP, 7 and 8). The GUI is based on Microsoft's MFC framework [5]. The image operations are performed using the OpenCV library [6].
Here are a set of sample images and the results obtained using the described algorithm.
The method presented can successfully remove Gaussian blur from distorted images and renders better results than the specialized tool included in Adobe Photoshop CS3. The standard Richardson-Lucy deconvolution algorithm has been improved by using the blurred image as initial estimation; leading to a significantly small number of steps (4-5 deconvolution iterations are sufficient to reconstruct a fairly satisfactory sharp image). Furthermore, padding has been added to the blurred image before deconvolution in order to minimize the ringing effect. As seen in the images, apart from chromatic distortions in the obtained images, the results are surprisingly good given the simplicity of the algorithm.
There is much that can be done to improve this method. The sample output images present chromatic artifacts, namely disparate pixels that are too bright. This is an undesired result of repeated addition of the error estimate. One way of overcoming it would be setting a threshold for pixel values at each iteration step, not letting them exceed a brightness limit. This would be the easiest way to eliminate this problem. Another possibility would be to detect exceedingly bright pixels and apply a small windowed blurring filter to the neighboring pixels, smoothing out the large brightness value over a larger area.
Furthermore, the algorithm could be used to eliminate any kind of blurring kernels, not just Gaussian. Keeping in mind that this kernel was solely chosen for its simplicity, once a kernel loading feature is added to the application, no modifications would be needed in the processing sections of the code in order to deal with the new filter. This is therefore a framework upgrade that could be added without much effort.
A valuable addition to the algorithm would be kernel estimation. This would enable the application to be used on any kinds of blurred images. Lastly, since computing the blur kernel may lead to additional noise and artifacts, more complex de-ringing techniques could be added to improve the overall functionality.
[1] Jong-Ho Lee, Yo-Sung Ho, High-quality non-blind image deconvolution with adaptive regularization, Journal of Visual Communication and Image Representation, Volume 22, Issue 7, October 2011, Pages 653-663, ISSN 1047-3203, http://dx.doi.org/10.1016/j.jvcir.2011.07.010.
[2] Renting Liu; Jiaya Jia, "Reducing boundary artifacts in image deconvolution," Image Processing, 2008. ICIP 2008. 15th IEEE International Conference on, vol., no., pp.505,508, 12-15 Oct. 2008, doi: 10.1109/ICIP.2008.4711802
[3] Li Xu and Jiaya Jia. 2010. Two-phase kernel estimation for robust motion deblurring. In Proceedings of the 11th European conference on Computer vision: Part I (ECCV'10), Kostas Daniilidis, Petros Maragos, and Nikos Paragios (Eds.). Springer-Verlag, Berlin, Heidelberg, 157-170.
[4] Rob Fergus, Barun Singh, Aaron Hertzmann, Sam T. Roweis, and William T. Freeman. 2006. Removing camera shake from a single photograph. In ACM SIGGRAPH 2006 Papers (SIGGRAPH '06). ACM, New York, NY, USA, 787-794. http://doi.acm.org/10.1145/1179352.1141956
[5] Microsoft MFC: http://msdn.microsoft.com/en-us/library/kkcb3t0w.aspx
[6] The OpenCV Library: http://opencv.org/
[7] Mihai Zaharescu, Costin-Anton Boiangiu, "Image deblurring: challenges and solutions," in Proceedings of the 12th International Conference on Circuits, Systems, Electronics, Control & Signal Processing (CSECS '13), Budapest, Hungary, December 10-12, 2013, pp. 187-196
[8] Costin Anton Boiangiu, Mihai Cristian Tanase, Radu Ioanitescu, "Handwritten Documents Text Line Segmentation based on Information Energy", International Journal Of Computers Communications & Control (IJCCC), ISSN 1841-9836, Vol 9, No 1, pp. 8-15, 2014
[9] Costin-Anton Boiangiu, Mihai Cristian Tanase, Radu Ioanitescu, "Text Line Segmentation In Handwritten Documents Based On Dynamic Weights", The Proceedings of Journal ISOM Vol. 7 No. 2, pp. 247-254, December 2013
[10] Costin-Anton Boiangiu, Alexandru Topliceanu, Ion Bucur - "Efficient Solutions for OCR Text Remote Correction in Content Conversion Systems", Journal of Control Engineering and Applied Informatics, ISSN 1454-8658, Volume 15, No. 1, pp 22-32, 2013
[11] Costin-Anton Boiangiu, Alexandru Victor Stefanescu, "Target validation and image calibration in scanning systems", in Proceedings of the 1st International Conference on Image Processing and Pattern Recognition (IPPR '13), Budapest, Hungary, December 10-12, 2013, pp. 72-78
[12] Costin-Anton Boiangiu, Alexandru Victor Stefanescu, Daniel Rosner, Alexandra Olteanu, Anca Morar (2010). "Automatic Slanted Edge Target Validation in Large Scale Digitization Projects" (2010), Annals of DAAAM for 2010, Proceedings of the 21st International DAAAM Symposium, 20-23 October 2010, Zadar, Croatia, pp. 131-132, Vienna, Austria 2010
[13] Andreea-Mihaela Pintilie, Costin-Anton Boiangiu, "Study Of Neurobiological Images Based On Ontologies Used In Super-Resolution Algorithms", The Proceedings of Journal ISOM Vol. 7 No. 2, pp. 300-308, December 2013
[14] Mihai Zaharescu, Costin-Anton Boiangiu, "An Investigation of Image Deblurring Techniques", International Journal of Mathematical Models and Methods in Applied Sciences, Volume 8, 2014, pp. 75-83
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|Sat 1 Jun 2019, 1:00pm–4:00pm
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In its 10th year, Project now caters to youth from all over New Zealand over two days.
Project is a Hip Hop Crew Dance Competition for youth who have a passion for Hip Hop Dance. This event will allow young people to engage in creative expression in a supportive and positive environment that encourages participation and enjoyment. Participants may come from throughout NZ.
On Saturday 1st June our entry-level street dance competition gives young school students the opportunity to take the stage and experience competitive Hip Hop Dance - we have separate divisions for Primary, Intermediate, Secondary and Mega School crews
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text: The Journal of Bone & Joint Surgery. 70(4):491–499, APRIL 1988 PMID: 3356715 Issn Print: 0021-9355 Publication Date: April 1988 Print A comparison of primary and revision total knee arthroplasty using the kinematic stabilizer prosthesis. A Hanssen;J Rand; + Author Information Department of Orthopedics, Mayo Clinic, Rochester, Minnesota 55905. Checking for direct PDF access through Ovid Abstract The first 121 arthroplasties (in 105 patients) in which the cemented kinematic-stabilizer total knee prosthesis was used for primary arthroplasty or surgical revision at the Mayo Clinic were reviewed. Sixty-six patients (seventy-nine arthroplasties) were followed for a mean of thirty-seven months. There were fifty-three revision and twenty-six primary arthroplasties. The average range of motion in both groups increased from 95 to 101 degrees. Although none of these patients could ascend stairs without support before the operation, thirty-two (51 per cent) could do so at the time of the final follow-up. The incidence of moderate or severe pain was reduced from 86 to 6 per cent. Moderate or severe ligamentous instability had been present in thirty-three knees (42 per cent) preoperatively, but only five knees had significant medial, lateral, anterior, or posterior instability at final follow-up. The Hospital for Special Surgery knee score increased from an average of 56 points to 83 points in all of the knees. At follow-up, the patients who had had primary arthroplasty had 92 per cent good or excellent results and the patients who had had surgical revision had 81 per cent good or excellent results (p less than 0.05). There was no significant difference in the results between the patients who had osteoarthritis and those who had rheumatoid arthritis. Over-all, 85 per cent of the results were good or excellent at final follow-up. Tibial radiolucent lines of one to two millimeters were observed in 29 per cent of the knees at follow-up.(ABSTRACT TRUNCATED AT 250 WORDS)


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Facebook announced Monday a series of updates that will change its video ranking system to focus on original content and loyal viewership.
The ranking updates, which will roll out over the next few months, will further prioritize original videos that people seek out, and help both creators and publishers succeed with their videos on Facebook, said David Miller, product management director at Facebook.
Facebook will give more focus to three factors that have a crucial impact on video ranking on the platform, namely, loyalty and intent, video and viewing duration, and originality.
The social media giant will accord more weight in ranking to videos that retain users for at least three minutes, compared to its past rule that required capturing viewers' attention for at least one minute.
The change to the duration of viewership indicated Facebook's intention to reward videos that are capable of creating a more engaged and loyal fan base.
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Facebook will place more restrictions on the sharing of "unoriginal or repurposed content from other sources with limited or immaterial added value."
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Facebook said the new measures were intended to help video creators to consolidate their viewer base and build "profitable video businesses" on the platform.
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Home Bicycle Type Random Bike Touring Photos From Western Belgium Random Bike Touring Photos From Western Belgium Cycling In San Francisco Wikipedia
Progressively experienced bike riders counsel tenderfoot riders headed straight toward be heard and be seen. You might need to utilize a horn or chime, so people on foot can hear you or different drivers can be alarmed at your quality. Has your bicycle introduced with reflectors just as with head lights and tail lights? You may likewise need to make sure to maintain a strategic distance from a drivers vulnerable side so vehicles and trucks ahead can know about your quality.
Bike Accident Lawsuits For the situation that an individual is truly harmed in a bike mishap because of another drivers remissness or bicycle deformity, it is essential to contact a bike mishap individual damage lawyer right away. All states have a legal time limit that orders to what extent an unfortunate casualty, or their family, needs to document individual damage guarantee. When this time period runs out, an unfortunate casualty can never again legally sue for remuneration.
Ordinary brake assessment is a smart thought too. Search for appropriate arrangement and flotsam and jetsam that may have developed. A tire testing is additionally fundamental. Appropriately swelled tires will last more and make getting pads more uncertain. They additionally make it less demanding to pedal and secure your edges.
A bike courier is hawking quick in the bicycle path, attempting to get to his goal. Hes watching all transit regulations, wearing a head protector, and keeping up situational attention to abstain from being struck. Hes likewise going in all respects rapidly, attempting to make his course before he needs to come back to the workplace. As he approaches the convergence, he checks the turn path for vehicles and sees none. He pedals on, entering the last crossing point before he is accomplished throughout the afternoon. All of a sudden, he hears tires lock up and sees the wide side of a vehicle shrieking toward him into the side of the convergence. Its everything he can do to hop off of his bicycle, yet the vehicle is quicker and he gets it square in the chest. The bicycle errand person is tossed a few yards from the vehicle and lies on the hood of another vehicle holding up at the red light.
Start with your bikes chain. Clean this part and grease up it. Assemble a few towels or some other cloth, papers to shield your workspace, an old toothbrush, some WD-40 and some bicycle oil. When you have your papers put and your bicycle stopped over them, snatch your WD-40 and, working connection by connection, shower the bicycles chain and wipe away the gunk. When you never again can wipe away any oil or different developments, you are prepared to apply the grease. Permit two or three hours for the grease to truly absorb and afterward wipe away any abundance. This assignment shields from rust and makes accelerating less demanding.
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What Can Go Wrong? | Legally Mine
As a business owner, you are always careful. Nothing can go wrong, right? Sadly, no matter how carefully you double check everything you do, the possibility of a lawsuit is waiting around the corner. In fact, our experience at Legally Mine suggests that it's not a matter of if you'll be sued — but when and what for.
Business owners, especially medical practitioners, are legally liable for any number of problems or outcomes. Sometimes, even if you do everything right, something still may go awry, leaving you liable. You'd be surprised at how easily a mistake, misunderstanding, or bad outcome can escalate into a lawsuit that puts your reputation and finances on the line. The team at Legally Mine has reviewed a number of cases showcasing how a lawsuit against a small business can develop. Take a look at some of the most revealing real-life cases.
1. Parking Lot Tumble
A postal worker fell and injured his knee in the parking lot of a McDonald's franchise owned by Joseph Fix. As a result of the injury, the postal worker missed five months of work — and sued a number of people, including Mr. Fix. The case went to court, where a jury returned a verdict against Mr. Fix, who was held liable for $243,750.
Source: Hunt v. C.H.A.D. Enterprises, Inc., 183 Mich. App. 59; 454 N. W2d 188 (Ct.
App. Mich. 1990)
2. Marital Problems
A woman who worked at a privately owned and operated motel arrived early for her shift — and was confronted by her enraged, drunk, and violent husband. Feeling threatened, she enlisted the help of individuals nearby instead of calling the police. Unexpectedly, her husband shot and seriously injured two people in the lobby. Later, the court held the motel's owner liable for his off-duty employee's failure to protect the people in the motel lobby. The damages awarded were not recorded.
Source: S.C. Catlett, d/b/a King's Inn. V Stewart, 304 Ark. 637; 804 S. W2d 699 (1991)
3. Slick Roads
Patricia Marcoux was seriously injured when the back wheels of a semi truck skidded into her lane and clipped her car. Her injuries, which included a broken leg and wrist, required multiple surgeries and left her partly disabled. The truck driver was accused of driving too fast in adverse weather, and the employer, Farm Service and Supplies, was found liable for $4,190,000.
Source: Marcoux v. Farm Service and Supplies, Inc., 290 FSupp.2d 457 (S.D. NY. 2003)
4. Pharmacy Violence
Arthur Fendelander bumped into another customer as he entered a Walgreens in New Jersey. Fendelander said to the man, "Excuse you." Not ten minutes later, the customer found him in the pharmacy section and beat him unconscious. Fendelander went into a coma and died four days later. His wife and estate sued Walgreens for not providing enough security or calling the police soon enough. The pharmacy ended up settling the suit for $750,000.
Source: Estate of Fendelander v. Walgreens Pharmacy
5. Scaffolding Fall
A bricklayer working for a general contractor in Illinois fell through a gap in scaffolding, falling 8 feet and injuring his knee. The bricklayer sued the general contractor for failing to provide a safe workplace and was awarded $2.21 million.
Source: Kulasik v. Boller Construction Corporation Inc.
If you find yourself or your small business in a legal bind, get help. Call the experts at Legally Mine for a free consultation.


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80% of visible aging is caused by the sun. Those dark spots and lines can be reversed with laser skin rejuvenation. Prevention is key by protecting your skin from the harmful UV rays of the sun.
A new mom shared her recent experience with SculpSure on Bazaar Magazine. The article went into detail on her body struggles and the results of the treatment. It was a great piece describing her journey and what to expect with SculpSure.
It is important to have realistic expectations on what the laser can do for your target areas. This is true of all elective procedures and treatments. Have a conversation with your clinician about your desired goals and if they are realistic.
She noticed after having the baby her body wasn't responding the same to diet and exercise. Pre-baby, she felt she was in good shape and taught barre classes on the weekends. She continued with the healthy dieting, barre classes, and prenatal yoga classes, but had difficulty losing the last few pounds and slimming down the baby belly.
Her goal: slipping into her pre-baby skinny jeans. She was impressed with the treatment as her lower abdomen responded to treatment. She did 2 rounds on her lower abdomen spaced 4-6 weeks apart with optimal results at 12 weeks of her last session.
Her review: SculpSure helped the area she targeted-lower abdomen. She is happy with the results and understands that she also has to work on rebuilding muscle in order to completely change her body composition.
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To read the full article, you can click here.
Morley (2019, January 15). [I Lasered my Fat After Having a Baby]. https://www.harpersbazaar.com/beauty/diet-fitness/a25396442/sculpsure-laser-weight-loss/
SculpSure is a laser treatment that helps eliminate fat cells from a targeted area. It is non-invasive and FDA cleared to permanently reduce the number of fat cells in the treatement area by up to 24 percent. It is the only laser that uses heat to permanently destroy fat in a targeted area.
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80% of visible aging is caused by the sun. Those dark spots and lines can be reversed with laser skin rejuvenation. Prevention is key by protecting your skin from the harmful UV rays of the sun.
Non-surgical cosmetic treatments are more popular than ever. Read more to learn the top procedures, that don't require going under the knife.
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Exposure to UV rays after treatment can cause photo-damaged skin. It is best to limit your sun worshipping after a laser treatment and to wear plenty of sunscreen.
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Condo Amenities
-- Kitchen
When we come to Maui we want to be in a place that is beautiful and feels light and airy. We've furnished and decorated our condo with that in mind. We like to live here comfortably, so we've acquired all the amenities to make us and our guests feel at home in tropical splendor. The full kitchen has all conveniences. You'll find extra pillows in the master and guest bedrooms and plenty of towels in each bathroom. We spend a lot of time out on the lanai (patio) reading on the hammock, watching whales from our favorite wicker chair or having a meal. When you are ready to hit the beach, you'll find beach towels, mats, coolers, and packs for day hikes in the entry closet. . . . Don't forget the beach umbrella!
- Blender
- Refrigerator w/ice maker
- Toaster
- Knife set
- vases
- Dishwasher
- Coffee maker
- Garbage disposal
- Electric countertop grill
- Full set of new pans
- Rubbermaid food storage
Copyright 2008. Maalaea Yacht Marina. All rights reserved - (775) 747-2502


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Harry Potter: 10 Things From Deathly Hallows (Part 1) That Haven't Aged Well
Harry Potter is a hugely beloved book/film series. But by today's standards, some aspects have aged poorly, especially in Deathly Hallows Part 1.
Amanda is a freelance writer in NYC. She is a professional writer and storyteller who loves TV, activism, and fandom. She would definitely die for Captain America.
Harry Potter is a hugely beloved book/film series. But by today's standards, some aspects have aged poorly, especially in Deathly Hallows Part 1.
The Half-Blood Prince may have been the most romance-heavy book/film in the Harry Potter series, but some aspects have definitely aged poorly.
On Everybody Loves Raymond, Ray Barone seems like your average sitcom dad which is not always a good thing. Take a look at his rap sheet.
Moony, Wormtail, Padfoot, and Prongs are fan favorite Harry Potter characters - and these are their best lines in the series.
Captain America and the Winter Soldier have taken on villains together, and here are ten times the fandom has taken up the Stucky ship as MCU canon.
Avengers: Endgame saw Steve Rogers - Captain America - hang up his shield, but should the MCU bring the superhero back in upcoming movies?
In Harry Potter, Gryffindors are seen as the noble good guys and Slytherins are the villains. But there are times when Gryffindors can be just as bad.
In Order of the Phoenix, Harry, Ron, and Hermione are growing up, as things get darker at Hogwarts . But some of that darkness has aged poorly.
The cast of Schitt's Creek is a hilarious lot. David Rose has some pretty snarky oneliners, in particular.
If you're craving some reality show drama, you can stream a variety of fantastic reality TV shows right now on an array of platforms.
MCU movies have been wildly successful at the box office, grossing billions upon billions of dollars. But which superhero flick comes out on top?
Harry Potter is an iconic franchise, and Goblet of Fire was an awesome movie — but these things from the fourth installment haven't aged too well.
It's not a perfect rating system, but according to IMDB, these are the best and worst episodes of the '90s sitcom.
From the rampant sexism to the weird living situations, these aspects of Everybody Loves Raymond are just confusing.
The Marvelous Mrs. Maisel is for sure one of Amazon Prime's most popular original shows. According to IMDb, these are the best and worst episodes.
If the main characters from the MCU's Black Panther were sorted into their Harry Potter Hogwarts houses, where would they belong?
Harry Potter was forced to live with his abusive relatives, the Dursleys, and although their list of transgressions is long, these are the worst.
From Lily and James to Ron and Lavender, here are some Harry Potter couples fans loved (and some they definitely did not).
Moira Rose is definitely not the average Mom - she's completely out there, and that's why comedy fans love her.
The Marvel Cinematic Universe has plenty of relationships in it... but fans haven't always been on board with them all.


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The Associated General Contractors of America recently announced that it has received federal funds that will finance the ongoing highway work zone safety training classes for 2016; the Susan Harwood Training Grant, which amounts to $120,000, will support the programs, and the grant being given is part of the United States Department of Transportation.
All of the funds will be used only for the classes, which are specially designed as a way to prevent injuries among construction workers who are laboring on streets, highways and bridges.
Recent data from federal safety shows that between 2003 and 2010, approximately 962 workers died at road construction sites. Another survey shows that 50 percent of contractors experienced vehicle crashes into their own work zones within the last year. Sixteen percent of those crashes injured construction workers, and nine percent of those crashes killed workers.
"No amount of safety gear will protect a worker if they get hit by a speeding vehicle," Stephen E. Sandherr, the association's CEO, said. "The best defense from crashes is teaching crews how to set up and operate safer work zones."
The highway work zone safety program is scheduled to start in Jan. 2016 and will be provided at six locations throughout the U.S.
Organizations in this Story
Associated General Contractors of America
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Dear Flaregames,
Royal Revolt 2 is nearing the end of its course. It needs fresh blood or soon it will be a obscure part of our memory… Act!
Here's a few suggestions to begin with and maybe save the game and revitalize its community:
- Introduce a higher level cap for king and re-balance offense against defense
- Nerf all scrolls (particularly time-warp) and decrease their gem price to less than a third (like this everybody will be using them and using them won't be limited to noobs)
- Increase gem rewards for every rank in Diamond League (again, to enable people to use scrolls, even free players)
- Drastically decrease price for pro-league tickets
- Limit top tier rewards for pro-league to 4 chests and 3k crystals, (this will get rid of those hackers to a huge extent)
You can also ignore my list and Introduce RR3 instead. Maybe you can provide current members of the community with monthly migration chests to prevent the same fate as with Olympus Rising. But it's not a wise decision in any way to let go of a loyal community like this.


text:
Published at Saturday, 25 August 2018. bathroom. By Angelina Swanhild.
Forget the old fluorescents and take a tour of different bathroom lighting styles that are available today. In fact, virtually any style of fixture can be used in your bathroom, as long as it provides the right kind of light and works with the decor. To properly illuminate your bathroom, you need several kinds of lighting. First, you need light that is bright enough for shaving, applying make-up and other self-care routines. On the other hand, you want the bathroom to feel serene, so you`ll want some ambient or accent lighting too. Here are some bathroom lighting ideas to transform your space. A little mood lighting for the bathroom can be just the ticket for creating a spa-like space. We really like these Tetra wall lights by Émilie Cathelineu for CVL for adding an artful touch as well. The fixtures come in different finishes and can be arranged in a multitude of combinations. The brass triangles can be placed to look like a single fixture or arranged across an expanse of wall for a flowing design. They would be perfect on the wall above a tub or beside the central bathroom mirror.
Wallpaper is also pretty inexpensive and there are certain types specifically designed for bathrooms. Use wallpaper to give the bathroom an accent wall or to introduce a beautiful color into the space without making changes to your furniture, flooring or other elements in the room. Or how about this idea:you put wallpaper on a wall and you paint over the bottom half of the wall. This way you could play with contrasting or complementary colors and you can give your bathroom a truly original and memorable appearance. Don`t underestimate the visual impact that neutrals and subtle color tones can have on the interior design and decor of a space, especially a small one. You may think that a light gray bathroom floor and wall finish wouldn't exactly look cool but always remember to look at the big picture and to take into consideration all the little things as well.
Particularly where the bathroom is concerned, form follows function. In other words, a photographically beautiful bathroom will do little good and be little appreciated if it doesn't meet with the functionality requirements of its users. For example, barn doors on a small master bath may be just the thing to maximize space in both the bathroom and the bedroom.
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"I appreciate your patience and perseverance in (the NCI Advanced Technology Research Facility Project), which will help change the lives of millions of people. You are part of a great team and this country is very fortunate to have your passion and your talents. At every step of the way, you provided NCI with great advice. This project would not have been possible without your tireless involvement. I can't thank you enough."
—John Niederhuber, 13th Director of the National Cancer Institute
(When presenting a 2014 NIH Director's Award)
"In recognition of the outstanding efforts associated with the coordination, relocation and implementation of the Information Technology infrastructure for the NCI Shady Grove Facility."
—Francis Collins, 16th Director of the National Institutes of Health
(When presenting a 2013 NIH Director's Award)
"In recognition of the Office of Space and Facility Management physical security working group to streamline and effectively manage the evacuation of NCI staff from occupied space in an emergency."
—Harold Varmus, 14th Director of the National Institutes of Health and Nobel Prize Laureate


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Financial services sector attracts most cyber crime, says PwC study
More than a third of financial sector organisations say they have been victims of cyber crime, compared with only 17% in other industries
Cyber crime is still the second most common type of economic crime reported by financial services respondents after asset misappropriation, a survey has revealed.
According to PricewaterhouseCoopers' 2014 Global Economic Crime Survey, 39% of financial sector respondents said they had been victims of cyber crime, compared with only 17% in other industries.
However, PwC believes the real proportion of cyber crime could be higher than many organisations realise.
"In our experience, financial services organisations do not always identify and log the cyber element of economic crime experienced," said Andrew Clark, partner in PwC's forensics practice.
"This leaves them exposed to cyber threats in spite of any existing cyber defence: if cyber crime is not being accurately tracked, the true risk of cyber crime cannot be fully grasped and understood."
Fraudsters are increasingly turning to technology as their main crime tool, the survey report said.
Read more about cyber crime
"Cyber crime is growing and the methods are constantly evolving – we see no abatement in attacks on banks' infrastructure," said Clark.
However, only 41% believe it likely they will experience cyber crime in the next 24 months, while 19% are unsure whether they are likely or unlikely to experience cyber crime.
Clark said this is reason for concern. "Financial services organisations need to recognise cyber crime as a risk type and establish proper cyber crime reporting," he said.
Still, financial services respondents perceive a greater increase in the risk of cyber crime (57%) compared with other industries (45%).
Financial services organisations believe cyber crime is becoming a greater threat than ever, yet many do not believe it will happen to them, the survey report said.
The survey found economic crime against financial services organisations is rising globally, affecting 45% of respondents compared with 34% across all other industries.
Around half who said they had experienced economic crime reported an increase in the number of occurrences and the financial value of the economic crime.
The survey – which included 1,330 responses from the financial services sector across 79 countries – found theft remains the most common form of economic crime, reported by 67% of respondents.
Read more on Hackers and cybercrime prevention
Security Think Tank: Data architecture and security must evolve in parallel
Security Think Tank: Data architects should be key allies of infosec pros
Security Think Tank: Balancing data accessibility with security controls
Security Think Tank: Communication, processes and tech: A new beginning for security


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Pigmentary skin disordersGene: MC1R
This gene was part of an initial gene list collated by Thomas Cullup, GOSH and Veronica Kinsler, UCL, 25.Jan.2019 on behalf of the GMS Skin Specialist Test Group. Gene Symbol submitted: MC1R; Suggested initial gene rating: Green; Evidence for inclusion: none provided; Evidence for exclusion: none provided; Technical notes (e.g. non-coding/CNV mutations requiring coverage?): none provided.
Created: 31 Jan 2019, 11:31 a.m.
Source London North GLH was added to MC1R.
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