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192    Cha pte r  F i v e


          5.8  Image Direct Georeferencing
               With the advent of GPS technology, it is possible to couple it with an
               inertial navigation system (INS), also known as an independent
               measurement unit (IMU), in acquisition of remote sensing data. In
               addition to easing aircraft navigation, this integration considerably
               facilitates georeferencing of remote sensing imagery. For instance,
               during flight to acquire aerial photographs there is no need for the
               pilot to follow a rigid position thanks to “in-flight alignment” afforded
               by GPS. The INS is able to provide a continuous high-bandwidth
               measurement of position and velocity after the noisy velocity from
               GPS outputs is smoothed (Skaloud, 2002). The generated information
               on sensor position and exterior orientation at the time of imaging
               from the deployment of a GPS-aided INS makes it possible to directly
               georeference images without ground control (Schwarz et al., 1993).
               Image direct georeferencing is a process of restoring the image orienta-
               tion from in-flight measured exterior orientation parameters of the
               sensor without reliance on ground control. The position of all pixels
               on this restored image can be translated into ground coordinates
               according to their internal mathematical relationship.
                   The concept behind GPS-aided INS for direct georeferencing
               dates back to the late 1980s and early 1990s, with the first system
               commercialized in 1996. Since then tremendous progress has been
               made, with the capabilities of this new technology fully exploited.
               Now, image direct georeferencing has been accepted as an augmen-
               tation to and replacement of aerial triangulation. With advances in
               computing and the wide use of digital cameras in aerial photogra-
               phy, direct image georeferencing is quickly becoming the de facto
               industry standard. It has evolved to such a degree that the tradi-
               tional workflow of data acquisition, data processing, and map pro-
               duction can be accomplished in one step, thus revolutionizing our
               perspective of mapping science altogether. High quality mapping
               products are generated in a much simplified process. In this section
               the principle of direct georeferencing is presented first, followed by
               a comparison of its performance with the conventional GCP-based
               image rectification.


               5.8.1 Transformation Equation
               As illustrated in Fig. 5.20, the basic concept of direct georeferencing is
               expressed mathematically as

                                  R =  R +  s R  R  INS r           (5.28)
                                   A   O   a  INS  c
               where R  is the coordinates of point A, (E  N  H )  or its georefer-
                                                           T
                       A                            A  A  A
               enced position in the ground coordinate system, and R  is the 3D
                                                               O
                                   T
               coordinates (E  N  H )  of the exposure center of the imaging sensor
                           O  O  O
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