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<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:oasis="http://docs.oasis-open.org/ns/oasis-exchange/table" xml:lang="en" dtd-version="3.0" article-type="research-article">
  <front>
    <journal-meta><journal-id journal-id-type="publisher">JSSS</journal-id><journal-title-group>
    <journal-title>Journal of Sensors and Sensor Systems</journal-title>
    <abbrev-journal-title abbrev-type="publisher">JSSS</abbrev-journal-title><abbrev-journal-title abbrev-type="nlm-ta">J. Sens. Sens. Syst.</abbrev-journal-title>
  </journal-title-group><issn pub-type="epub">2194-878X</issn><publisher>
    <publisher-name>Copernicus Publications</publisher-name>
    <publisher-loc>Göttingen, Germany</publisher-loc>
  </publisher></journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.5194/jsss-10-179-2021</article-id><title-group><article-title>The size-of-source effect in thermography</article-title><alt-title>The size-of-source effect in thermography</alt-title>
      </title-group><?xmltex \runningtitle{The size-of-source effect in thermography}?><?xmltex \runningauthor{H.~Budzier and G.~Gerlach}?>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes">
          <name><surname>Budzier</surname><given-names>Helmut</given-names></name>
          <email>helmut.budzier@tu-dresden.de</email>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name><surname>Gerlach</surname><given-names>Gerald</given-names></name>
          
        </contrib>
        <aff id="aff1"><institution>Technische Universität Dresden, Institut für Festkörperelektronik, Mommsenstr. 15, 01062 Dresden, Germany</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Helmut Budzier (helmut.budzier@tu-dresden.de)</corresp></author-notes><pub-date><day>21</day><month>July</month><year>2021</year></pub-date>
      
      <volume>10</volume>
      <issue>2</issue>
      <fpage>179</fpage><lpage>184</lpage>
      <history>
        <date date-type="received"><day>6</day><month>October</month><year>2020</year></date>
           <date date-type="accepted"><day>7</day><month>March</month><year>2021</year></date>
           <date date-type="rev-recd"><day>5</day><month>February</month><year>2021</year></date>
      </history>
      <permissions>
        <copyright-statement>Copyright: © 2021 Helmut Budzier</copyright-statement>
        <copyright-year>2021</copyright-year>
      <license license-type="open-access"><license-p>This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this licence, visit <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link></license-p></license></permissions><self-uri xlink:href="https://jsss.copernicus.org/articles/10/179/2021/jsss-10-179-2021.html">This article is available from https://jsss.copernicus.org/articles/10/179/2021/jsss-10-179-2021.html</self-uri><self-uri xlink:href="https://jsss.copernicus.org/articles/10/179/2021/jsss-10-179-2021.pdf">The full text article is available as a PDF file from https://jsss.copernicus.org/articles/10/179/2021/jsss-10-179-2021.pdf</self-uri>
      <abstract><title>Abstract</title>
    <p id="d1e84">In thermometry, the displayed temperature value of an object depends on the size of the object. This behaviour, also known as the size-of-source effect  (SSE), might be a major cause of measurement uncertainty in a thermoscene. The SSE is caused by diffraction, scattering, reflection, aberration and  digitization in the optoelectronic propagation path. The influence of diffraction and digitization (sampling and pixelization) can be described
advantageously with the modulation transfer function MTF. The system MTF of an uncooled camera is determined by the diffraction in
the lens (optical MTF) and the averaging of the radiation over the pixel area (pixel MTF). If the system MTF is known,
the contrast reduction and, thus, the SSE can be calculated. Especially with very small objects, e.g. hotspots creating an image covering less than
4 pixel <inline-formula><mml:math id="M1" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 4 pixel on the focal plane, the displayed temperatures are much too low. When imaging large objects, such as area blackbodies,
not only the edge areas are affected, but also the entire image. Finally, the contrast reduction by the MTF is explained by means of a complex  scene (Siemens star).</p>
  </abstract>
    </article-meta>
  </front>
<body>
      

<sec id="Ch1.S1" sec-type="intro">
  <label>1</label><title>Introduction</title>
      <p id="d1e103">The size-of-source effect (SSE) in pyrometry might be a major cause of temperature measurement uncertainty. It describes the effect by which the
measurement signal and thus the temperature show a change in conjunction with changing size of the measured object. Its cause is diffraction, scattering, reflection and aberration of the infrared radiation to be measured in the optical channel. In pyrometry, this effect is well understood and
extensively described in the literature, e.g. in Gutschwager et al. (2008) and Machin and Sergienko (2001).</p>
      <p id="d1e106">This effect also occurs in thermography. The displayed temperature of an object in the thermoscene depends on the size of the object. Particularly for
very small objects (forming an image of less than 4 pixel <inline-formula><mml:math id="M2" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 4 pixel), the temperatures measured are regularly erroneous. Alongside the previously mentioned reasons for the SSE, in thermography the digitization of the thermal image (sampling and pixelization) provides a further
important cause. In principle, the SSE represents a reduction in contrast and can be described as such. In contrast to scattering, reflection and
aberration, diffraction and digitization can be described with the modulation transfer function MTF, as is common in image processing.</p>
      <p id="d1e116">In the following, this contrast reduction is described for an uncooled thermal imaging camera using the MTF. With the aid of the
MTF, the SSE can then be calculated for very small and very large objects and subsequently a scene (Siemens star) presented to measure the
image quality.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F1"><?xmltex \currentcnt{1}?><?xmltex \def\figurename{Figure}?><label>Figure 1</label><caption><p id="d1e122">Relative radiation flux vs. temperature for the uncooled infrared camera used.</p></caption>
        <?xmltex \igopts{width=236.157874pt}?><graphic xlink:href="https://jsss.copernicus.org/articles/10/179/2021/jsss-10-179-2021-f01.png"/>

      </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F2"><?xmltex \currentcnt{2}?><?xmltex \def\figurename{Figure}?><label>Figure 2</label><caption><p id="d1e133">Optical MTF for a wavelength  <inline-formula><mml:math id="M3" display="inline"><mml:mi mathvariant="italic">λ</mml:mi></mml:math></inline-formula> of 10 <inline-formula><mml:math id="M4" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>. Parameter: f number <inline-formula><mml:math id="M5" display="inline"><mml:mi>k</mml:mi></mml:math></inline-formula>.</p></caption>
        <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://jsss.copernicus.org/articles/10/179/2021/jsss-10-179-2021-f02.png"/>

      </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F3"><?xmltex \currentcnt{3}?><?xmltex \def\figurename{Figure}?><label>Figure 3</label><caption><p id="d1e168">Pixel MTF. Parameter: pixel width <inline-formula><mml:math id="M6" display="inline"><mml:mi>a</mml:mi></mml:math></inline-formula> in <inline-formula><mml:math id="M7" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>.</p></caption>
        <?xmltex \igopts{width=236.157874pt}?><graphic xlink:href="https://jsss.copernicus.org/articles/10/179/2021/jsss-10-179-2021-f03.png"/>

      </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F4"><?xmltex \currentcnt{4}?><?xmltex \def\figurename{Figure}?><label>Figure 4</label><caption><p id="d1e196">Optical, pixel and resulting system MTF for an uncooled thermal-imaging camera.</p></caption>
        <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://jsss.copernicus.org/articles/10/179/2021/jsss-10-179-2021-f04.png"/>

      </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F5"><?xmltex \currentcnt{5}?><?xmltex \def\figurename{Figure}?><label>Figure 5</label><caption><p id="d1e208">Comparison of the theoretical and measured MTF. QVGA microbolometer camera with 25 <inline-formula><mml:math id="M8" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> pixel size; lens f/1.0–18 <inline-formula><mml:math id="M9" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:math></inline-formula>.</p></caption>
        <?xmltex \igopts{width=236.157874pt}?><graphic xlink:href="https://jsss.copernicus.org/articles/10/179/2021/jsss-10-179-2021-f05.png"/>

      </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F6"><?xmltex \currentcnt{6}?><?xmltex \def\figurename{Figure}?><label>Figure 6</label><caption><p id="d1e237">Measured values and regression curve of the MTF. Red crosses: measured values. Black line: regression polynomial third degree. QVGA microbolometer camera with 25 <inline-formula><mml:math id="M10" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> pixel size; lens f/1.0–18 <inline-formula><mml:math id="M11" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:math></inline-formula>; signal–noise ratio SNR at <inline-formula><mml:math id="M12" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M13" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 0 <inline-formula><mml:math id="M14" display="inline"><mml:mrow class="unit"><mml:msup><mml:mi mathvariant="normal">mm</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> about 5000.</p></caption>
        <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://jsss.copernicus.org/articles/10/179/2021/jsss-10-179-2021-f06.png"/>

      </fig>

<?xmltex \hack{\newpage}?>
</sec>
<?pagebreak page180?><sec id="Ch1.S2">
  <label>2</label><?xmltex \opttitle{$\text{MTF}$ of an uncooled thermal imaging camera}?><title>MTF of an uncooled thermal imaging camera</title>
      <p id="d1e307">For optoelectronic systems, the optical transfer function OTF describes the image quality (DIN ISO 9335, 2015; DIN ISO 15529, 2010). The
modulation transfer function MTF is the magnitude of the OTF (Budzier and Gerlach, 2011). In uncooled infrared cameras with
microbolometers, the system MTF is obtained through multiplication of the optical MTF of the lens used and the pixel MTF.</p>
      <p id="d1e310">At this point it must be explicitly stated that all considerations of the MTF always refer to the radiation flux and not to temperatures. Thus, an MTF of 0 means an averaging of the radiation in the image, which does not correspond to the average value of the temperatures in the thermal image due
to the non-linear correlation of radiation flux and temperature (Planck's radiation law).</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F7"><?xmltex \currentcnt{7}?><?xmltex \def\figurename{Figure}?><label>Figure 7</label><caption><p id="d1e315">Temperatures of a hotspot shown in the thermal image. Dashed line: true hotspot temperature (75 <inline-formula><mml:math id="M15" display="inline"><mml:mrow class="unit"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>). Red crosses: measured values. Parameter: hotspot size in scene; temperature information: maximum hotspot temperatures.</p></caption>
        <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://jsss.copernicus.org/articles/10/179/2021/jsss-10-179-2021-f07.png"/>

      </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F8"><?xmltex \currentcnt{8}?><?xmltex \def\figurename{Figure}?><label>Figure 8</label><caption><p id="d1e339">Profile of the thermal image of an ideal blackbody radiator at 75 <inline-formula><mml:math id="M16" display="inline"><mml:mrow class="unit"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>, 300 pixels wide.</p></caption>
        <?xmltex \igopts{width=236.157874pt}?><graphic xlink:href="https://jsss.copernicus.org/articles/10/179/2021/jsss-10-179-2021-f08.png"/>

      </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F9"><?xmltex \currentcnt{9}?><?xmltex \def\figurename{Figure}?><label>Figure 9</label><caption><p id="d1e362">Temperature difference of the blackbody surface between the ideal blackbody and profile (Fig. 8); edge pixels 106 and 406 not shown (<inline-formula><mml:math id="M17" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>T</mml:mi></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M18" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> <inline-formula><mml:math id="M19" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>8.4 <inline-formula><mml:math id="M20" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">K</mml:mi></mml:mrow></mml:math></inline-formula>).</p></caption>
        <?xmltex \igopts{width=236.157874pt}?><graphic xlink:href="https://jsss.copernicus.org/articles/10/179/2021/jsss-10-179-2021-f09.png"/>

      </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F10"><?xmltex \currentcnt{10}?><?xmltex \def\figurename{Figure}?><label>Figure 10</label><caption><p id="d1e405">Photo of the Siemens star screen, diameter 110 <inline-formula><mml:math id="M21" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:math></inline-formula>.</p></caption>
        <?xmltex \igopts{width=207.705118pt}?><graphic xlink:href="https://jsss.copernicus.org/articles/10/179/2021/jsss-10-179-2021-f10.jpg"/>

      </fig>

      <p id="d1e422">In addition to the thermal image (temperature in <inline-formula><mml:math id="M22" display="inline"><mml:mrow class="unit"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>), an infrared camera also outputs values proportional to the radiation flux, which correspond to the digital voltages of the pixels. These values are converted to temperatures in the calibration process and are called relative
radiant flux. Figure 1 shows the measured relationship between the object temperature and the relative radiation flux of the uncooled infrared camera
used. The relationship shown is typical for uncooled infrared cameras. However, since the exact values are very specific for each camera, these
relationships are determined during the calibration process of the individual infrared camera (Budzier and Gerlach, 2015).</p>
<sec id="Ch1.S2.SS1">
  <label>2.1</label><title>Optical MTF</title>
      <p id="d1e444">In the far-infrared spectrum (wavelengths from 8 to 14 <inline-formula><mml:math id="M23" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>), the lenses are essentially limited by diffraction; that is, the optical resolution is determined by the Fraunhofer diffraction. Thus, for the optical MTF the following applies (Hecht, 2002):
            <disp-formula id="Ch1.E1" content-type="numbered"><label>1</label><mml:math id="M24" display="block"><mml:mrow><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">MTF</mml:mi><mml:mi mathvariant="normal">O</mml:mi></mml:msub></mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="italic">π</mml:mi></mml:mfrac></mml:mstyle><mml:mfenced open="[" close="]"><mml:mrow><mml:mi>arccos⁡</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="italic">λ</mml:mi><mml:mi>k</mml:mi><mml:msub><mml:mi>f</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>-</mml:mo><mml:mi mathvariant="italic">λ</mml:mi><mml:mi>k</mml:mi><mml:msub><mml:mi>f</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:msqrt><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:mo>(</mml:mo><mml:mi mathvariant="italic">λ</mml:mi><mml:mi>k</mml:mi><mml:msub><mml:mi>f</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:msup><mml:mo>)</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:msqrt></mml:mrow></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
          with spatial frequency <inline-formula><mml:math id="M25" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, wavelength <inline-formula><mml:math id="M26" display="inline"><mml:mi mathvariant="italic">λ</mml:mi></mml:math></inline-formula> and f number <inline-formula><mml:math id="M27" display="inline"><mml:mi>k</mml:mi></mml:math></inline-formula>.</p>
      <p id="d1e563">Figure 2 shows the optical MTF for ordinary f numbers. It has to be noted here that already at very low spatial frequencies a clear reduction in contrast occurs.</p>
</sec>
<?pagebreak page181?><sec id="Ch1.S2.SS2">
  <label>2.2</label><title>Pixel MTF</title>
      <p id="d1e575">A pixel integrates the incident radiation over its area. From this is derived the pixel MTF, also called the geometric MTF or
detector MTF, by Daniels (2018):
            <disp-formula id="Ch1.E2" content-type="numbered"><label>2</label><mml:math id="M28" display="block"><mml:mrow><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">MTF</mml:mi><mml:mi mathvariant="normal">P</mml:mi></mml:msub></mml:mrow><mml:mo>=</mml:mo><mml:mfenced close="|" open="|"><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi>sin⁡</mml:mi><mml:mi mathvariant="italic">π</mml:mi><mml:mi>a</mml:mi><mml:msub><mml:mi>f</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi mathvariant="italic">π</mml:mi><mml:mi>a</mml:mi><mml:msub><mml:mi>f</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
          with pixel width <inline-formula><mml:math id="M29" display="inline"><mml:mi>a</mml:mi></mml:math></inline-formula>. Figure 3 shows the pixel MTF for various pixel widths. At the zero points of the pixel MTF, the spatial period
is the same size as the pixel width. At the zeroes, a phase jump in the OTF of 180<inline-formula><mml:math id="M30" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> also occurs.</p>
      <p id="d1e635">For the sake of simplicity, in the following, the pixel width is set equal to the pixel raster size, in full cognizance of the fact that the fill
factors of real microbolometers are less than 1.</p>
</sec>
<sec id="Ch1.S2.SS3">
  <label>2.3</label><?xmltex \opttitle{System $\text{MTF}$}?><title>System MTF</title>
      <p id="d1e647">The system MTF is the product of the various MTF components:
            <disp-formula id="Ch1.E3" content-type="numbered"><label>3</label><mml:math id="M31" display="block"><mml:mrow><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">MTF</mml:mi><mml:mi mathvariant="normal">S</mml:mi></mml:msub></mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">MTF</mml:mi><mml:mi mathvariant="normal">O</mml:mi></mml:msub></mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">MTF</mml:mi><mml:mi mathvariant="normal">P</mml:mi></mml:msub></mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula></p>
      <p id="d1e707">The system MTF is to be interpreted using an example (Fig. 4). In Fig. 4, three characteristic regions are labelled in colour. Region I
starts at spatial frequency 0 (uniform illumination of the thermal image) and ends at the Nyquist frequency (<inline-formula><mml:math id="M32" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mi>x</mml:mi><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M33" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 25 <inline-formula><mml:math id="M34" display="inline"><mml:mrow class="unit"><mml:msup><mml:mi mathvariant="normal">mm</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>). In this region, the display of spatial content in the thermal image is geometrically correct. It is the
actual working range. However, the system MTF at the Nyquist frequency is only approx. 0.45. The effect of this pronounced low-pass behaviour on the temperature measurement is discussed in Sect. 3.</p>
      <?pagebreak page182?><p id="d1e745">Spatial frequencies above the Nyquist limit are incorrectly sampled (region II) because aliasing occurs. From this, the most varied artefacts
can arise.</p>
      <p id="d1e749">At spatial frequencies above the spatial frequency of the first zero of the pixel MTF (<inline-formula><mml:math id="M35" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M36" display="inline"><mml:mo>&gt;</mml:mo></mml:math></inline-formula> 50 <inline-formula><mml:math id="M37" display="inline"><mml:mrow class="unit"><mml:msup><mml:mi mathvariant="normal">mm</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>), spurious resolution occurs (region III). This means that warmer objects appear colder than the image average. This can occur in practice where hotspots in the image are
less than half a pixel in width.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F11" specific-use="star"><?xmltex \currentcnt{11}?><?xmltex \def\figurename{Figure}?><label>Figure 11</label><caption><p id="d1e786">Thermal image of the Siemens star in front of a surface blackbody radiator at 92 <inline-formula><mml:math id="M38" display="inline"><mml:mrow class="unit"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> taken with an uncooled QVGA thermal imaging camera; lens f/1.0–18 mm, distance from camera to screen 25 <inline-formula><mml:math id="M39" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula>.</p></caption>
          <?xmltex \igopts{width=455.244094pt}?><graphic xlink:href="https://jsss.copernicus.org/articles/10/179/2021/jsss-10-179-2021-f11.png"/>

        </fig>

</sec>
<sec id="Ch1.S2.SS4">
  <label>2.4</label><?xmltex \opttitle{Measurement of the $\text{MTF}$}?><title>Measurement of the MTF</title>
      <p id="d1e824">In this case the measurement of the MTF is carried out at an edge (Budzier and Gerlach, 2011). The image at the edge is spatially
differentiated, Fourier-transformed and then normalized. The result then forms the system MTF. Figure 5 shows a comparison of theoretical values (MTF given by the lens manufacturer multiplied by the pixel <inline-formula><mml:math id="M40" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">MTF</mml:mi><mml:mi mathvariant="normal">P</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) and the measured MTF. The
MTF was measured using a lens with a field of view FOV of 24<inline-formula><mml:math id="M41" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> and an f number <inline-formula><mml:math id="M42" display="inline"><mml:mi>k</mml:mi></mml:math></inline-formula> of 1. In each case, MTF curves are shown at the centre of the image (angle of incidence 0<inline-formula><mml:math id="M43" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>) and at the edge of the image (angle of incidence 12<inline-formula><mml:math id="M44" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>). The theoretical curve
at the image centre corresponds to the diffraction-limited MTF curve elucidated above. The difference between theoretical and practical values results from manufacturing and assembly tolerances. The measured curves presented are the regression curves of the measurement results. The
original curves are subject to noise, particularly at lower MTF values (Fig. 6).</p><?xmltex \hack{\newpage}?>
</sec>
</sec>
<sec id="Ch1.S3">
  <label>3</label><title>The SSE by the example of smaller and larger objects</title>
      <p id="d1e882">For small objects, e.g. images of hotspots extending a few pixels in the image, the measured object temperature is always less than the actual temperature (Fig. 7). For very small objects, e.g. smaller than 4 pixel <inline-formula><mml:math id="M45" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 4 pixel in the image, significant deviations occur.</p>
      <p id="d1e892">When imaging large objects, such as area radiators, not only the edges are blurred, but the entire surface is also affected (Fig. 8). For example, the profile of the hot surface is rounded (Fig. 9). The measured temperature decreases from the centre of the image of the surface to the edge. Colder objects are accordingly measured warmer than their true temperature. Colder or hotter refers to the average temperature of the thermoscene. All
profiles have been calculated with the measured MTF from Fig. 5 (image centre) and for a QVGA microbolometer with a pixel size of 25 <inline-formula><mml:math id="M46" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> and a lens with f/1.0–18 <inline-formula><mml:math id="M47" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:math></inline-formula>. In addition, it has been assumed that the same MTFs apply in both the vertical and horizontal directions.</p>
</sec>
<sec id="Ch1.S4">
  <label>4</label><title>Representation of a complex thermoscene (Siemens star)</title>
      <p id="d1e921">The Siemens star offers a good opportunity to test the quality of an optical imaging system. To this end, a suitable scene was created (Fig. 10). In
the thermal image (Fig. 11) it can clearly be seen how small structures are blurred out and approach the average temperature of approx.
62 <inline-formula><mml:math id="M48" display="inline"><mml:mrow class="unit"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>. The small opening at the centre of the Siemens star, required for manufacture, shows 72.4 <inline-formula><mml:math id="M49" display="inline"><mml:mrow class="unit"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>, that is,
20 <inline-formula><mml:math id="M50" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">K</mml:mi></mml:mrow></mml:math></inline-formula> less than the real temperature.</p>
      <p id="d1e956">If the distance between the camera and the scene is increased, the structures shown on the thermal image become smaller (Fig. 12). In the profile,
there is clearly an area at average temperature (MTF <inline-formula><mml:math id="M51" display="inline"><mml:mo>→</mml:mo></mml:math></inline-formula> 0). At the centre of the Siemens star, where there ought to be a hotspot, the temperature is below this average (Fig. 13). This is where spurious resolution occurs.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F12"><?xmltex \currentcnt{12}?><?xmltex \def\figurename{Figure}?><label>Figure 12</label><caption><p id="d1e968">Thermal image (section) of the Siemens star in front of a surface blackbody radiator at 92 <inline-formula><mml:math id="M52" display="inline"><mml:mrow class="unit"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> taken with an uncooled QVGA thermal imaging camera with scene–camera distance 100 <inline-formula><mml:math id="M53" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">cm</mml:mi></mml:mrow></mml:math></inline-formula>. Lens f/1.0–18 <inline-formula><mml:math id="M54" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:math></inline-formula>.</p></caption>
        <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://jsss.copernicus.org/articles/10/179/2021/jsss-10-179-2021-f12.png"/>

      </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F13"><?xmltex \currentcnt{13}?><?xmltex \def\figurename{Figure}?><label>Figure 13</label><caption><p id="d1e1008">Measured profile through the middle of the Siemens star taken from Fig. 12.</p></caption>
        <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://jsss.copernicus.org/articles/10/179/2021/jsss-10-179-2021-f13.png"/>

      </fig>

</sec>
<sec id="Ch1.S5" sec-type="conclusions">
  <label>5</label><title>Summary</title>
      <p id="d1e1026">The modulation transfer function MTF is suitable for explaining the phenomena of contrast reduction and the size-of-source effect (SSE). Therefore, it provides a good and above all impartial description of the image quality. The MTF of uncooled infrared cameras is determined by the diffraction of the lens and the sampling caused by the pixel size. It also allows an estimate of how large an object needs to be that the
displayed temperature shows a sufficient accuracy.</p>
      <p id="d1e1029">The SSE leads to blurring in the image. This is of particular importance for the imaging of small objects, where the displayed temperatures are
particularly incorrect. Since the size of an object in the image depends on the<?pagebreak page183?> measuring distance, there is an apparent distance dependence of the
temperature measurement. When imaging large objects, not only the edges become blurred, but the entire image is also affected.</p>
      <p id="d1e1032">However, other image errors such as reflections in the optical channel or defects in sensor electronics cannot be explained by the MTF.</p>
</sec>

      
      </body>
    <back><notes notes-type="dataavailability"><title>Data availability</title>

      <p id="d1e1039">The underlying measurement data are not publicly available but can be requested from the authors if of interest.</p>
  </notes><notes notes-type="authorcontribution"><title>Author contributions</title>

      <p id="d1e1045">HB conceptualized and administrated the project, investigated the research subject, visualized the data, and wrote the original draft of the manuscript. GG supervised the project and reviewed and edited the manuscript.</p>
  </notes><notes notes-type="competinginterests"><title>Competing interests</title>

      <p id="d1e1051">The authors declare that they have no conflict of interest.</p>
  </notes><notes notes-type="disclaimer"><title>Disclaimer</title>

      <p id="d1e1057">Publisher's note: Copernicus Publications remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.</p>
  </notes><notes notes-type="financialsupport"><title>Financial support</title>

      <p id="d1e1063">This open-access publication was funded <?xmltex \notforhtml{\newline}?> by the Technische Universität Dresden (TUD).</p>
  </notes><notes notes-type="reviewstatement"><title>Review statement</title>

      <p id="d1e1071">This paper was edited by Thomas Fröhlich and reviewed by two anonymous referees.</p>
  </notes><ref-list>
    <title>References</title>

      <ref id="bib1.bib1"><label>1</label><?label 1?><mixed-citation>
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Daniels, A: Field Guide to Infrared Systems, Detectors and FPAS, SPIE Press, Bellingham, 2018.</mixed-citation></ref>
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  </ref-list></back>
    <!--<article-title-html>The size-of-source effect in thermography</article-title-html>
<abstract-html><p>In thermometry, the displayed temperature value of an object depends on the size of the object. This behaviour, also known as the size-of-source effect  (SSE), might be a major cause of measurement uncertainty in a thermoscene. The SSE is caused by diffraction, scattering, reflection, aberration and  digitization in the optoelectronic propagation path. The influence of diffraction and digitization (sampling and pixelization) can be described
advantageously with the modulation transfer function <span style="" class="text">MTF</span>. The system <span style="" class="text">MTF</span> of an uncooled camera is determined by the diffraction in
the lens (optical <span style="" class="text">MTF</span>) and the averaging of the radiation over the pixel area (pixel <span style="" class="text">MTF</span>). If the system <span style="" class="text">MTF</span> is known,
the contrast reduction and, thus, the SSE can be calculated. Especially with very small objects, e.g. hotspots creating an image covering less than
4 pixel&thinsp; × &thinsp;4 pixel on the focal plane, the displayed temperatures are much too low. When imaging large objects, such as area blackbodies,
not only the edge areas are affected, but also the entire image. Finally, the contrast reduction by the <span style="" class="text">MTF</span> is explained by means of a complex  scene (Siemens star).</p></abstract-html>
<ref-html id="bib1.bib1"><label>1</label><mixed-citation>
Budzier, H. and Gerlach, G.: Thermal Infrared Sensors, John Wiley &amp; Sons, Chichester, 2011.
</mixed-citation></ref-html>
<ref-html id="bib1.bib2"><label>2</label><mixed-citation>
Budzier, H. and Gerlach, G.:
Calibration of uncooled thermal infrared cameras, J. Sens. Sens. Syst., 4, 187–197, <a href="https://doi.org/10.5194/jsss-4-187-2015" target="_blank">https://doi.org/10.5194/jsss-4-187-2015</a>, 2015.
</mixed-citation></ref-html>
<ref-html id="bib1.bib3"><label>3</label><mixed-citation>
Daniels, A: Field Guide to Infrared Systems, Detectors and FPAS, SPIE Press, Bellingham, 2018.
</mixed-citation></ref-html>
<ref-html id="bib1.bib4"><label>4</label><mixed-citation>
DIN ISO 9335:2015-12: Optik und Photonik – Optische Übertragungsfunktion – Prinzipien und Messverfahren, Beuth Verlag, Berlin, <a href="https://doi.org/10.31030/2373467" target="_blank">https://doi.org/10.31030/2373467</a>, 2015.

</mixed-citation></ref-html>
<ref-html id="bib1.bib5"><label>5</label><mixed-citation>
DIN ISO 15529:2010-11: Optik und Photonik – Optische Übertragungsfunktion – Messung der Modulationsübertragungsfunktion (MTF) von abtastenden Abbildungssystemen, Beuth Verlag, Berlin, <a href="https://doi.org/10.31030/1721730" target="_blank">https://doi.org/10.31030/1721730</a>, 2010.
</mixed-citation></ref-html>
<ref-html id="bib1.bib6"><label>6</label><mixed-citation>
Gutschwager, B., Hollandt, J., Jankowski, T., and Gärtner, R.:
A Vacuum infrared radiation thermometer at the PTB,
Int. J. Thermophys.,
29, 330–340, 2008.
</mixed-citation></ref-html>
<ref-html id="bib1.bib7"><label>7</label><mixed-citation>
Hecht, E.: Optics, Addison Wesley, San Francisco, 2002.
</mixed-citation></ref-html>
<ref-html id="bib1.bib8"><label>8</label><mixed-citation>
Machin, G. and Sergienko, R.: A comparative study of size of source effect (SSE) determination techniques, Proc. TEMPMEKO, Berlin, Germany, 155–160, 1 June 2001.
</mixed-citation></ref-html>--></article>
