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                        (a)                               (b)
          FIGURE 3.6  Comparison of a 734-by-454 image that has been compressed with
          JPEG (quality: 60, standard deviation: 2). (a) Original image, (b) image that has been
          compressed with JPEG. See also color insert.

               and the acceptable loss to the quality of the compressed image. A
               compression ratio of around 60 percent usually results in the optimum
               balance between the quality of the compressed image and reduction
               in its size (e.g., the compression will not cause too much loss of quality
               with a reasonable reduction in file size) (Shannon, 1997). As for the
               quality of the compressed image, there is hardly any noticeable
               degradation to the naked eye. As shown in Fig. 3.6, the image saved
               in the JPEG format has a size of only 49.8Kb instead of 1.14Mb in the
               ERDAS IMG format. A compression ratio of 96:1 is achieved in this
               case. With the current compression standard such as the coding
               systems mentioned above, the JPEG format does not allow the original
               quality of an image to be fully recoverable from the compressed file
               because it is intentionally designed so (Fig. 3.6). For this reason, JPEG
               should be avoided in storing raw remote sensing data and all products
               derived from them.

               3.3.4 TIFF and GeoTIFF
               Developed by Aldus Corporation (1988), TIFF has become the industry
               standard for image interchange. It supersedes all existing graphics or
               image file formats by incorporating enough flexibility to eliminate the
               need of or justification for proprietary image formats. However,
               proprietary information can still be stored in a TIFF image without
               violating the intent of the format. TIFF is characterized by three
               distinctive features of being extendable, portable, and revisable. New
               image types can be added without invalidating older types. Besides,
               the addition of new informational fields to the format will not affect the
               ability of older applications to read the images. This format,  independent
               of the platform and operating system, can be used as an internal one
               for image editing and swapping.
                   This all-purpose format has a rich and variable structure that is
               more complex than many of the proprietary image formats it
               supersedes. A unique tag is used to identify individual fields that can
               be present or absent. All TIFF images are made up of three components:
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