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might be moving in simple motion across the screen or might be moving toward or away from the camera, growing and shrinking in apparent size) Some systems use MPEG-2 motion vectors as clues to guide the analysis process, but since motion vectors also can be used to replicate similar areas that appear anywhere in the frame, they cannot be relied on exclusively for motion detection High-quality motion-predictive systems generally cost $50,000 and up The three common categories of deinterlacing systems are: 1 Integrated This is usually best, where the deinterlacer is integrated with the MPEG-2 decoder so that it can read MPEG-2 flags and analyze the encoded video to determine when to bob and when to weave Most DVD computers use this method 2 Internal The decoded digital video is passed from the MPEG-2 decoder to a separate deinterlacing chip A potential disadvantage is that flags, motion vectors, and other information in the MPEG-2 stream may no longer be available to help the deinterlacer determine the original format and cadence of the progressive source 3 External Analog video from the DVD player is passed to a separate line multiplier or to a display with a built-in line doubler In this case, the video quality is slightly degraded as it is converted to analog, back to digital, and often back again to analog In addition, ancillary data from the MPEG-2 stream are not available For high-end projection systems, a separate line multiplier (which bobs, weaves, and interpolates to a variety of scanning rates) may achieve the best results As deinterlacers become better, using field-adaptive and motionpredictive techniques, the differences in quality between the three categories, or at least the first two, will mostly disappear For better quality, any deinterlacing process other than simple bobbing also must undo the 2 3 pulldown process on film source Since the MPEG-2 encoder already did this, the deinterlacer simply must ignore the repeat field flags This could be called synthetic inverse telecine An external deinterlacer has a harder time because it receives the signal after the player has repeated the fields A progressive DVD player has to determine whether the video should be line-doubled or reinterleaved When reinterleaving film-source video, the player also has to deal with the difference between film frame rate (24 Hz) and TV frame rate (30 Hz) Since the 2 3 pulldown trick cannot be used to spread film frames across progressive video frames, there are worse motion.

Figure 12-23

3

Instances or cases may be represented by rich symbolic descriptions, such as the function graphs used in CADET This may require a similarity metric different from Euclidean distance, such as the size of the largest shared subgraph between two function graphs Multiple retrieved cases may be combined to form the solution to the new problem This is similar to the k-NEAREST NEIGHBOR approach, in that multiple similar cases are used to construct a response for the new query However, the process for combining these multiple retrieved cases can be very different, relying on knowledge-based reasoning rather than statistical methods There may be a tight coupling between case retrieval, knowledge-based reasoning, and problem solving One simple example of this is found in CADET, which uses generic knowledge about influences to rewrite function graphs during its attempt to find matching cases Other systems have been developed that more fully integrate case-based reasoning into general searchbased problem-solving systems Two examples are ANAPRON (Golding and Rosenbloom 1991) and PRODIGY/ANALOGY 1992) (Veloso

Figure 12-24

.

To summarize, case-based reasoning is an instance-based learning method in which instances (cases) may be rich relational descriptions and in which the retrieval and combination of cases to solve the current query may rely on knowledgebased reasoning and search-intensive problem-solving methods One current research issue in case-based reasoning is to develop improved methods for indexing cases The central issue here is that syntactic similarity measures (eg, subgraph isomorphism between function graphs) provide only an approximate indication of the relevance of a particular case to a particular problem When the CBR system attempts to reuse the retrieved cases it may uncover difficulties that were not

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