VIDEO SHOT BOUNDARY DETECTION(6)

Video programmes will have many different types of shot boundaries, and those where the shot boundary occurs over a number of frames may not be detected by the method above. For example, a fade or dissolve occurring over a 3 second period in, say, a cookery or gardening program will span a total of 75 frames and the incremental difference between adjacent frames in this sequence will be quite small. Furthermore, it is possible that the two separate shots in such a transition may have similar colouring and hence colour histograms, anyway. Such omissions are difficult to avoid using colour histogram based segmentation, but nevertheless this method is very popular and if used correctly it is very reliable and accurate. On the downside it is slow to compute because each frame of the digital video has to be decoded and calculations run on it to extract color values.

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VIDEO SHOT BOUNDARY DETECTION(5)

BOUNDARY DETECTION(5)

Many algorithms have been proposed for detecting video shot boundaries and classifying shot and shot transition types. Few published studies compare available algorithms, and those that do have looked at limited range of test material. A comparison of several shot boundary detection and classification techniques can be done using their variations including histograms, discrete cosine transform, motion vector, and block matching methods. The performance and ease of selecting good thresholds for these algorithms are evaluated based on a wide variety of video sequences with a good mix of transition types. Threshold selection requires a trade-off between recall and precision that must be guided by the target application.

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VIDEO SHOT BOUNDARY DETECTION(4)

Different features that can be used to measure visual discontinuity Pixel differences

Two common approaches:

• Calculate pixel-to-pixel difference & Compare the sum with a threshold
• Count the number of pixels that change in value more than some threshold & Compare the total number against a second threshold.

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VIDEO SHOT BOUNDARY DETECTION(3)

BOUNDARY DETECTION(3)

In the first step of this process, feature extraction is performed, where the features depict various aspects of the visual content of a video. Then, a metric is used to quantify the feature variation from k frame to frame k+l. The discontinuity value z(k, k+l) is the magnitude of this variation and serves as an input into the detector. There, it is compared against a threshold T. If the threshold is exceeded, a shot boundary between frames k and k+l is detected. To be able to draw reliable conclusions about the presence or absence of a shot boundary between frames k and k+l , we need to use the features and metrics for computing the discontinuity values z(k, k+l) that are as discriminating as possible.

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VIDEO SHOT BOUNDARY DETECTION(2)

Problem: Given a video V consisting of n shots, find the beginning and the end of each shot. It is fundamental to any kind of video analysis and video application since it enables segmentation of a video into its basic components.

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VIDEO SHOT BOUNDARY DETECTION(1)

BOUNDARY DETECTION(1)

Shot-boundary detection is the first step towards scene extraction in videos, which is useful for video content analysis and indexing. Shots are basic units of a video. There are many types of transitions between shots. Shot boundaries can be classified into two main categories: cut and gradual. A cut is an abrupt shot change that occurs over a single frame while a gradual is a slow change that occurs in a number of consecutive frames. With the gradual type, fades and dissolves are common. A fade is usually a change in brightness with one or several solid black frames in between, while a dissolve occurs when the images in the current shot get dimmer and the images of the next shot get brighter.

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SOFT SKILLS: A STEP TOWARDS SUCCESS(12)

TOWARDS SUCCESS(12)

Everything has its positive and negatives; etiquette can also have some of the drastic side effects. Society has set up certain yardsticks to maintain decorum and order for sufficient handling of social affairs. Those people who maintain these codes are respected and liked by many. In order to be liked and respected by others, some people tend to set their life style strictly according to these codes which tend to sap their originality. There is no need to blindly follow what others do or say because diversity makes the circle complete. So retain your own liking, disliking, ambitions, dreams, fear etc .to remain in touch with your original self. The way you allow the clothes speaks and earn respect for you, similarly allow your self to earn a place for yourself. If people follow others blindly, it might lead to unhealthy development in the society.

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Representative APR 391%

Let's say you want to borrow $100 for two week. Lender can charge you $15 for borrowing $100 for two weeks. You will need to return $115 to the lender at the end of 2 weeks. The cost of the $100 loan is a $15 finance charge and an annual percentage rate of 391 percent. If you decide to roll over the loan for another two weeks, lender can charge you another $15. If you roll-over the loan three times, the finance charge would climb to $60 to borrow the $100.

Implications of Non-payment: Some lenders in our network may automatically roll over your existing loan for another two weeks if you don't pay back the loan on time. Fees for renewing the loan range from lender to lender. Most of the time these fees equal the fees you paid to get the initial payday loan. We ask lenders in our network to follow legal and ethical collection practices set by industry associations and government agencies. Non-payment of a payday loan might negatively effect your credit history.

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