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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Texture Reproducibility Evaluation on BRDF Reproduction by Light Field Projection⋆</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Kaito Kodan</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Toshiyuki Amano</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Wakayama University</institution>
          ,
          <addr-line>930, Sakaedani, Wakayama-shi, Wakayma, 640-8411</addr-line>
          ,
          <country country="JP">Japan</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>In recent years, spatial augmented reality (SAR) technology, which adds information through light projection, has been used in projection mapping. Kimura et al. proposed a method on SAR research to reproduce color changes due to viewpoint shifts by reflecting Bidirectional Reflectance Distribution Function (BRDF) data through light field projection, This method achieved adaptive BRDF representation under the assumption that surface normal vectors are oriented upwards, thereby ignoring the actual shape of the projection surface. This simplification introduced inconsistencies, such as reversed gradation, compression artifacts, and other distortions around areas of specular reflection. Despite these issues, identifying such inconsistencies is challenging, and they may have minimal impact on the perception of material properties. In this study, we clarified through a subjective evaluation experiment that even with such inaccuracies in reproducing reflected light, viewers do not perceive these errors in using Kimura et al.'s method.</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>In recent years, spatial augmented reality (SAR)
technology, which adds information to buildings and objects
through light projection, has been actively utilized in
projection mapping. In SAR research, material appearance
manipulation has been proposed to alter the perceived
texture of objects in the real world, with applications in
product design, art exhibitions in museums, and product
displays.</p>
      <p>
        Amano et al.[
        <xref ref-type="bibr" rid="ref1">1</xref>
        ] proposed a method for manipulating
color and gloss, similar to structural colors, by using
feedback system consisting of four sets of projector-camera
pairs, Furthermore, reflection analysis-based
viewpointdependent appearance manipulations that manipulate
structural color[
        <xref ref-type="bibr" rid="ref2">2</xref>
        ], and anisotropic reflection property[
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]
are proposed. While these manipulations enable
sophisticated perceptual BRDF alternation, they require both
geometric and photometric calibration between multiple
projectors and cameras, making it dificult to apply them
to dynamic scenes.
      </p>
      <p>
        To solve this problem, Kimura et al.[
        <xref ref-type="bibr" rid="ref4">4</xref>
        ] proposed a
method for adding material appearance using light field
projection, assuming a vertically upward normal vector.
This method reproduces the material appearance
represented by presenting color changes corresponding to
viewpoint movement without geometric and photometric
calibration, based on BRDF data.
      </p>
      <p>However, when the target object is not a plane, the
method fails to correctly present the direction of specular
reflection or the order of colors around specular
highlights. Nevertheless, viewers do not easily perceive these
inaccuracies. This raises the question: do we accurately
understand light reflection and the gradation of
structural colors when judging material appearance? In this
study, we aim to clarify how the incorrect color
presentation caused by BRDF display on non-planar objects
using Kimura et al.’s method afects the perception of
BRDF-based material appearance.</p>
    </sec>
    <sec id="sec-2">
      <title>2. BRDF manipulation by light field projection</title>
      <sec id="sec-2-1">
        <title>As shown on the left of Fig. 1, when light from a light</title>
        <p>source vector  illuminates a point on the surface of
an object whose reflective properties are represented by
BRDF  , the colors observed from viewpoints  and  ′
can be expressed as  ( ,  ) and  ( ,  ′), respectively,
using the incident and viewing angles.</p>
        <p>In Kimura et al.’s method, as illustrated on the right of
Fig. 1, the reflection of the object is assumed to be
specular reflection, and by projecting  ( ,  ) and  ( ,  ′)
from the specular reflection direction of the viewpoint,
the BRDF is reproduced. However, to accurately
reproduce BRDF, information about the shape and
position of the target object is necessary, making it dificult
to achieve dynamic BRDF presentation. Therefore, in
vertically upward.</p>
        <p>
          In BRDF reproduction, by performing this projection in
the assumed observation direction, the target BRDF can
be presented. However, it is dificult to predetermine the
viewing directions. Therefore, it is necessary to project
light rays with high angular resolution to accommodate
various viewpoints. To address this, Kimura et al. used
the light field projection system developed by Amano
and Kubo [
          <xref ref-type="bibr" rid="ref5">5</xref>
          ], as shown in Fig. 2. This system consists
of four projectors (RICOH PJWX4125) and nine mirrors
(300 mm × 300 mm), with a distance of 850 mm between
the stage and the mirrors.
        </p>
        <p>The stage, where the projection object is placed,
measures 300mm square, and an average of 13 light rays are
projected per 1mm square on the stage, thanks to the
combination of projectors and mirrors. Since the light
rays projected onto the stage can be geometrically
determined based on which projector emits the light and
which mirror reflects it to reach the stage, it is possible
to present the target color from the specular reflection
direction based on the BRDF.</p>
        <p>Fig. 3 shows the results of BRDF reproduction using
Kimura et al.’s method. Changes in the specular
highlight positions and the gradation around the specular
highlights can be observed with viewpoint changes,
successfully reproducing the illumination distribution along
to the BRDF model. Moreover, it can also be reproduced
for various projection targets.</p>
      </sec>
      <sec id="sec-2-2">
        <title>One issue with Kimura et al.’s method is that it assumes a</title>
        <p>vertically upward normal vector, which leads to incorrect
presentation of the color order around specular highlights
when presenting BRDF textures on non-planar surfaces.
For example, when projecting onto a convex object in
Fig. 4, the reflection direction changes significantly from
1 to 2. Additionally, when projecting onto a concave
object, the direction of reflection also changes. This
results in compression or inversion of gradation around
specular reflection on the image. Although this method
cannot achieve precise reproduction of BRDF, the results
from Kimura et al. suggest that viewers may not
readily perceive these gradation inconsistencies. Therefore,
we aim to investigate whether presenting BRDF textures
on non-planar surfaces is perceived as having diferent
material appearances.</p>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>3. Validation of BRDF reproduction using light field projection</title>
      <sec id="sec-3-1">
        <title>3.1. Evaluation method</title>
        <sec id="sec-3-1-1">
          <title>In this study, we evaluate whether participants accurately</title>
          <p>perceive precise color changes when perceiving material
appearance using Kimura et al.’s method. Since material
appearance is subjective, it is efective to compare results
through visual experiments with participants.</p>
          <p>
            For such evaluations, methods like Thurstone’s paired
comparison method[
            <xref ref-type="bibr" rid="ref6">6</xref>
            ] or the Semantic Diferential (SD)
method[
            <xref ref-type="bibr" rid="ref7">7</xref>
            ] could be considered. However, Thurstone’s projection target as set when creating the
propaired comparison method requires selecting one op- jected images, as shown in Fig. 6(a).
tion over the other, leading to the issue that when all 2. The experimenter presents an image rendered
observers’ evaluations are skewed, the diferences be- with RGL BRDF data[
            <xref ref-type="bibr" rid="ref10">10</xref>
            ], which represents the
tween samples cannot be scaled on an interval scale. On material appearance to be shown, as illustrated
the other hand, the SD method uses opposing adjective in Fig. 6(b), to the participants for 10 seconds.
pairs, such as "bright-dark," to rate on a 5-point or 7-point 3. Participants view the first projection through the
scale. However, it is dificult to represent the material viewing hole for 15 seconds, then view the second
appearance evaluated in this study using such opposing projection for 15 seconds, and answer a
questionadjective pairs. Therefore, in this study, we use Schefe’s naire.
paired comparison method[
            <xref ref-type="bibr" rid="ref8">8</xref>
            ]. However, since the eval- 4. Participants repeat step 3 for all combinations,
uation targets cannot be compared simultaneously and totaling 6 sets.
the order of projection may influence the results, we The questionnaire asked, "When the parallel light source
adopt a modified version of Schefe’s paired compari- is hitting the projection target from the direction shown
son method(Ura’s modification)[
            <xref ref-type="bibr" rid="ref9">9</xref>
            ] that accounts for the in Fig. 6(a), which gradation or specular highlight
aporder of presentation. pears correct?" We asked participants to choose from
          </p>
          <p>Specifically, we projected the image onto the target the following options: "Projection 1 is correct,"
"Projecshown Fig. 5 and evaluated whether participants per- tion 1 is somewhat correct," "Cannot say," "Projection 2 is
ceived accurate color changes as follows: somewhat correct," or "Projection 2 is correct."
1. For a planar object(Fig. 5(a)), convex object(Fig.</p>
          <p>5(b)), and concave object(Fig. 5(c)), we will make 4. Experimental results
projections that match the shape of each object:
a projection aligned with the planar shape (here- We conducted an evaluation experiment with eight
parafter referred to as "planar projection"), a pro- ticipants in their 20s who had normal or
corrected-tojection aligned with the convex shape (hereafter normal vision and possessed basic knowledge of
comreferred to as "convex projection"), and a projec- puter graphics concepts such as parallel light sources,
tion aligned with the concave shape (hereafter gradation, and specular highlights. The results are shown
referred to as "concave projection"). in Fig. 7.
2. We use the Schefe’s paired comparison method to Fig. 7(a) showed significant diferences when
comparsurvey participants on which specular highlight ing the convex projection with the concave projection
or gradation they consider correct. for both the convex and concave objects. No significant
3. If there is no significant diference between diferences were found when comparing the other
projecKimura et al.’s planar projection and the opti- tions in Fig. 7(a). There were no significant diferences in
cally correct projection that matches the shape any of the combinations shown in Fig. 7(b). As shown in
of each target object, it will be concluded that the Fig. 7(c), significant diferences were observed when
comdiferences in specular highlights and gradation paring the planar projection with the concave projection
changes due to shape are not perceived. and the convex projection with the concave projection
for the convex object. Similarly, significant diferences
were found when comparing the planar projection with
the convex projection and the convex projection with
the concave projection for the concave object. No
signifi1. The experimenter explains to the participants the cant diferences were found when comparing the other
direction of the light source and the shape of the projections.</p>
        </sec>
      </sec>
      <sec id="sec-3-2">
        <title>3.2. Experimental procedure</title>
        <sec id="sec-3-2-1">
          <title>The experimental procedure is outlined as follows.</title>
          <p>(a) Evaluation results of golden yellow
(b) Evaluation results of paper yellow
(c) Evaluation results of silk blue</p>
        </sec>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>5. Discussion</title>
      <p>In Fig. 7, the planar projection represents the method
used by Kimura et al., and the area enclosed by the white
dotted line indicates the optically correct projection for
that shape. Since no significant diferences were observed
in any of the combinations comparing the planar
projection with the optically correct projection, we confirmed
that Kimura et al.’s method can also present the BRDF
material appearance for non-planar objects.</p>
      <p>In the combinations of projections where significant
diferences were observed in Fig. 7(a), both selected
projections were optically correct. In Fig. 7(b), no
significant diferences were observed among all the projections.
Many participants expressed the opinion that they "could
not discern the diferences in specular highlights and
gradation." This may be due to the fact that "paper yellow"
represents a BRDF data with a matte appearance,
resulting in minimal changes across the projections, making it
dificult to determine which was correct.</p>
      <p>In Fig. 7(c), it is hypothesized that, when comparing
the planar projection with the concave projection for the
convex object, the planar projection was chosen because
it exhibited a smaller change in the normal direction
relative to the convex object. Furthermore, it was confirmed
that the optically correct projection was selected when
comparing the convex projection with the concave
projection for the convex object. However, when comparing the
planar projection with the convex projection for the
concave object, the convex projection was selected instead
of the planar projection, which also showed a smaller
change in the normal direction. Participants commented,
"The overall appearance was darker, and the convex
projection felt more correct because it was brighter than
the planar projection," which is believed to have led to
this result for that reason. When comparing the convex
projection with the concave projection for the concave
object, the convex projection was selected instead of the
optically correct concave projection. Participants noted
that "the specular highlights were bright, making the
concave projection feel similar to the convex projection,"
which is likely the factor contributing to this observed
result.</p>
      <p>In the projections assuming a vertically upward
normal vector, significant diferences could not be discerned
compared to the correct combinations. Therefore, for
projections onto curved surfaces within the curvature
range of − 0.111 to 0.111, we confirmed that the optical
errors caused by Kimura et al.’s method are imperceptible,
allowing for the efective presentation of BRDF material
appearances.</p>
    </sec>
    <sec id="sec-5">
      <title>6. Conclusion</title>
      <sec id="sec-5-1">
        <title>In this paper, we demonstrated through subjective evalu</title>
        <p>ation experiments that variations in specular highlights
and gradation due to shape do not afect material
perception when presenting color changes based on BRDF.
We assessed whether observers could notice the
incorrect presentation of specular reflection directions and the
order of colors around specular highlights when
performing projections assuming a planar shape, as proposed by
Kimura et al., on convex and concave objects. The
results indicated that even when projecting onto convex
and concave objects, which have simple shape changes,
participants could not perceive diferences in specular
highlights or gradation. This shows that it is possible to
present BRDF material appearances using Kimura et al.’s
method.</p>
      </sec>
    </sec>
  </body>
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