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Fig. 5.16 Three-dimensional reconstruction results for a synthetically generated surface.
( a ) Ground truth. ( b ) Noisy depth data. ( c ) Noisy intensity and polarisation angle images, based on
measured reflectance functions of a raw forged iron surface. The reconstruction result for noisy im-
ages of a surface with uniform albedo, obtained by SfPR with global optimisation without integra-
tion of sparse depth data, is shown in ( d ) using a single intensity image, in ( e ) using both intensity
images, and in ( f ) using one intensity and one polarisation angle image. ( g ) Reconstructed sur-
face obtained based on noisy sparse depth data alone. ( h ) Reconstruction result using sparse depth
data and intensity. ( i ) Reconstruction result using sparse depth data, intensity, and polarisation an-
gle. For comparison, the reconstruction result obtained based on SfPR with local optimisation and
without sparse depth data is shown in ( j ) using both intensity images and in ( k ) using one intensity
and one polarisation angle image
to be significantly lower for the intensity. The local optimisation approach accord-
ing to Sect. 5.3.1.2 provides a very accurate reconstruction for the noise-free case,
but performs worse than the global approach on noisy data (cf. Figs. 5.16 j-k). This
property can be observed clearly by comparing the corresponding reconstruction
errors of p and q given in Table 5.4 . With intensity and polarisation angle images,
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