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If the video is of poor quality or contains noise, use digital video noise reduction (DVNR) to improve it Noise is random, high-entropy information, which is antithetical to MPEG-2 encoding Efficient encoding depends on reducing redundant information, which is obscured by noise Noise can come from grainy film, dust, scratches, video snow, tape dropouts, crosscolor from video decoders, satellite impulse noise, and other sources Complex video, including high detail and high noise levels, can be dealt with in two ways: increase the data rate, or decrease the complexity The DVNR process compares the video across multiple frames and removes random noise After DVNR, the video compresses better, resulting in better quality at the same data rate If possible, keep the production path short and digital A frequent irony of the process is that video is edited on a computer, then output to tape in order to be encoded back into a computer file If you use a non-linear digital editing system (NLE), look into options for directly outputting DVDcompliant MPEG-2 streams Anticipate the need for aspect ratio conversion Make sure the various sources are in the proper aspect ratio (4:3 or 16:9), especially for assets that need to be edited together Make sure all the video on a disc (or on a single side) uses the same video standard Be prepared to convert from PAL to NTSC or vice versa Good-

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class for you Expand Resources and notice the template generated a separate nib, SimpleViewViewControllerxib, for the SimpleViewViewController

12

The algorithm described in Table 31 grows each branch of the tree just deeply enough to perfectly classify the training examples While this is sometimes a

value Make the label an IBOutlet and the method an IBAction (Listing 7-1)

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quality conversion is difficult Unless you will be converting hundreds of clips, it s better to find a video production house with the equipment and expertise to do it correctly Be aware that the audio must be conformed to match (see the following section) You may need to choose between variable bit rate encoding (VBR) or constant bit rate encoding (CBR) VBR doesn t directly improve the quality, it only means that quality can be maintained at lower average bit rates For best quality of long-playing video, VBR is the only choice For short video segments, CBR set at or near the same data rate of VBR will produce similar results with less work and lower cost For VBR encoding, set the average and the maximum bit rate as determined in the bit budgeting step Tips and Tricks The following tips will help you in preparing video assets:

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reasonable strategy, in fact it can lead to difficulties when there is noise in the data, or when the number of training examples is too small to produce a representative sample of the true target function In either of these cases, this simple algorithm can produce trees that overjt the training examples We will say that a hypothesis overfits the training examples if some other hypothesis that fits the training examples less well actually performs better over the entire distribution of instances (ie, including instances beyond the training set)

(Listing 7-2)

The display rate must be 25 frames per second for 625/50 (PAL/SECAM) video or 2997 frames per second for 525/60 (NTSC) video, not 30 frames per second This is especially important when using NLE systems that allow many different frame rates Many authoring tools will reject streams with non-compliant frame rates Note that the display frame rate can be different from the source frame rate Twenty-four frame-per-second film can be encoded to display at 2997 frames per second Ensure that the encoder can produce DVD-compliant streams, with proper GOP size, display rates, and so on Also look for an encoder that can do segment-based re-encoding, which enables you to re-encode small segments as needed, rather than reprocessing hours of video to correct a single, small problem If you are working with film transferred to video, make sure the encoder can do inverse telecine s and programs must start at a sequence header or GOP header, and the GOP must be closed, not open Each cell must also start at a sequence header If you have very precise points for chapter marks, make sure they are encoded properly, otherwise the authoring software may move the chapter point to the nearest I frame In general, the easiest way to put still video on a disc is to author each still as a menu Static video, where the picture doesn t change over time, such as FBI warnings, logos, and so on, should be authored as a timed still Not only does this look better, with no movement or variation when played back, it can save space on the disc

Listing 7-1

Definition: Given a hypothesis space H, a hypothesis h E H is said to overlit the training data if there exists some alternative hypothesis h' E H, such that h has smaller error than h' over the training examples, but h' has a smaller error than h over the entire distribution of instances

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