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<li class="toctree-l2 current"><a class="current reference internal" href="#">图像工具</a><ul>
<li class="toctree-l3"><a class="reference internal" href="#class-singa-image-tool-imagetool">class singa.image_tool.ImageTool</a><ul>
<li class="toctree-l4"><a class="reference internal" href="#color-cast-offset-20-inplace-true">color_cast(offset=20, inplace=True)</a></li>
<li class="toctree-l4"><a class="reference internal" href="#crop3-patch-num-case-1-inplace-true">crop3(patch, num_case=1, inplace=True)</a></li>
<li class="toctree-l4"><a class="reference internal" href="#crop5-patch-num-case-1-inplace-true">crop5(patch, num_case=1, inplace=True)</a></li>
<li class="toctree-l4"><a class="reference internal" href="#crop8-patch-num-case-1-inplace-true">crop8(patch, num_case=1, inplace=True)</a></li>
<li class="toctree-l4"><a class="reference internal" href="#enhance-scale-0-2-inplace-true">enhance(scale=0.2, inplace=True)</a></li>
<li class="toctree-l4"><a class="reference internal" href="#flip-num-case-1-inplace-true">flip(num_case=1, inplace=True)</a></li>
<li class="toctree-l4"><a class="reference internal" href="#num-augmentation">num_augmentation()</a></li>
<li class="toctree-l4"><a class="reference internal" href="#random-crop-patch-inplace-true">random_crop(patch, inplace=True)</a></li>
<li class="toctree-l4"><a class="reference internal" href="#resize-by-list-size-list-num-case-1-inplace-true">resize_by_list(size_list, num_case=1, inplace=True)</a></li>
<li class="toctree-l4"><a class="reference internal" href="#resize-by-range-rng-inplace-true">resize_by_range(rng, inplace=True)</a></li>
<li class="toctree-l4"><a class="reference internal" href="#rotate-by-list-angle-list-num-case-1-inplace-true">rotate_by_list(angle_list, num_case=1, inplace=True)</a></li>
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<li class="toctree-l4"><a class="reference internal" href="#singa-image-tool-load-img-path-grayscale-false">singa.image_tool.load_img(path, grayscale=False)</a></li>
<li class="toctree-l4"><a class="reference internal" href="#singa-image-tool-resize-img-small-size">singa.image_tool.resize(img, small_size)</a></li>
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Licensed to the Apache Software Foundation (ASF) under one
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--><div class="section" id="id1">
<h1>图像工具<a class="headerlink" href="#id1" title="Permalink to this headline"></a></h1>
<p>图像增强的模型。</p>
<p>示例用法：</p>
<div class="highlight-python"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">singa</span> <span class="kn">import</span> <span class="n">image_tool</span>
<span class="n">tool</span> <span class="o">=</span> <span class="n">image_tool</span><span class="o">.</span><span class="n">ImageTool</span><span class="p">()</span>
<span class="n">imgs</span> <span class="o">=</span> <span class="n">tool</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s1">&#39;input.png&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">resize_by_list</span><span class="p">([</span><span class="mi">112</span><span class="p">])</span><span class="o">.</span><span class="n">crop5</span><span class="p">((</span><span class="mi">96</span><span class="p">,</span> <span class="mi">96</span><span class="p">),</span> <span class="mi">5</span><span class="p">)</span><span class="o">.</span><span class="n">enhance</span><span class="p">()</span><span class="o">.</span><span class="n">flip</span><span class="p">()</span><span class="o">.</span><span class="n">get</span><span class="p">()</span>
<span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">img</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">imgs</span><span class="p">):</span>
<span class="n">img</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s1">&#39;</span><span class="si">%d</span><span class="s1">.png&#39;</span> <span class="o">%</span> <span class="n">idx</span><span class="p">)</span>
</pre></div>
</div>
<hr class="docutils" />
<div class="section" id="class-singa-image-tool-imagetool">
<h2>class singa.image_tool.ImageTool<a class="headerlink" href="#class-singa-image-tool-imagetool" title="Permalink to this headline"></a></h2>
<p>一个图像增强工具。 对于inplace = True的操作，返回的值是ImageTool实例，用于链接多个操作; 否则，将返回预处理过的图像。 对于具有可数预处理情况的操作，可以设置参数num_case来决定要应用的预处理情况的数量。 通常，训练阶段设置为1，测试阶段设置为最大。</p>
<hr class="docutils" />
<div class="section" id="color-cast-offset-20-inplace-true">
<h3>color_cast(offset=20, inplace=True)<a class="headerlink" href="#color-cast-offset-20-inplace-true" title="Permalink to this headline"></a></h3>
<p>对每个通道加上一个随机偏移值[-offset, offset]。</p>
<p><strong>参数：</strong></p>
<ul class="simple">
<li><strong>offset</strong> – 偏移， &gt;0 and &lt;255</li>
<li><strong>inplace</strong> – 对原图对象操作或返回一张新图</li>
</ul>
</div>
<hr class="docutils" />
<div class="section" id="crop3-patch-num-case-1-inplace-true">
<h3>crop3(patch, num_case=1, inplace=True)<a class="headerlink" href="#crop3-patch-num-case-1-inplace-true" title="Permalink to this headline"></a></h3>
<p>对给定位置，截取可能的最大方框并缩放到给定尺寸。 按照图像尺寸，截取位置可以是（左， 中， 右）或（上， 中， 下）之一。</p>
<p><strong>参数：</strong></p>
<ul class="simple">
<li><strong>patch (tuple)</strong> – 输出图像的高和宽</li>
<li><strong>num_case</strong> – 情况数目, 必须在[1,3]</li>
<li><strong>inplace</strong> – 对原图对象操作或返回一张新图</li>
</ul>
</div>
<hr class="docutils" />
<div class="section" id="crop5-patch-num-case-1-inplace-true">
<h3>crop5(patch, num_case=1, inplace=True)<a class="headerlink" href="#crop5-patch-num-case-1-inplace-true" title="Permalink to this headline"></a></h3>
<p>截取位置可以是[左上， 左下， 右上， 右下， 中间]。</p>
<p><strong>参数：</strong></p>
<ul class="simple">
<li><strong>patch (tuple)</strong> – 输出图像的高和宽</li>
<li><strong>num_case</strong> – 情况数目, 必须在[1,5]</li>
<li><strong>inplace</strong> – 对原图对象操作或返回一张新图</li>
</ul>
</div>
<hr class="docutils" />
<div class="section" id="crop8-patch-num-case-1-inplace-true">
<h3>crop8(patch, num_case=1, inplace=True)<a class="headerlink" href="#crop8-patch-num-case-1-inplace-true" title="Permalink to this headline"></a></h3>
<p>这是patch_5和patch_and_scale的并集。 你可以依照这个例子取任何情况的并集。</p>
</div>
<hr class="docutils" />
<div class="section" id="enhance-scale-0-2-inplace-true">
<h3>enhance(scale=0.2, inplace=True)<a class="headerlink" href="#enhance-scale-0-2-inplace-true" title="Permalink to this headline"></a></h3>
<p>对色度、对比度、亮度和锐度采用随机增强。</p>
<p><strong>参数：</strong></p>
<ul class="simple">
<li><strong>scale (float)</strong> – 增强范围 [1-scale, 1+scale]</li>
<li><strong>inplace</strong> – 对原图对象操作或返回一张新图</li>
</ul>
</div>
<hr class="docutils" />
<div class="section" id="flip-num-case-1-inplace-true">
<h3>flip(num_case=1, inplace=True)<a class="headerlink" href="#flip-num-case-1-inplace-true" title="Permalink to this headline"></a></h3>
<p>随机向左或向右翻转图像。</p>
<p><strong>参数：</strong></p>
<ul class="simple">
<li><strong>num_case</strong> – 情况数目，必须是 {1,2}; 如果是2，则会返回原图以及翻转的图像。</li>
<li><strong>inplace</strong> – 对原图对象操作或返回一张新图</li>
</ul>
</div>
<hr class="docutils" />
<div class="section" id="num-augmentation">
<h3>num_augmentation()<a class="headerlink" href="#num-augmentation" title="Permalink to this headline"></a></h3>
<p>返回每张图像被增强后的总数</p>
</div>
<hr class="docutils" />
<div class="section" id="random-crop-patch-inplace-true">
<h3>random_crop(patch, inplace=True)<a class="headerlink" href="#random-crop-patch-inplace-true" title="Permalink to this headline"></a></h3>
<p>根据随机偏移截取指定大小的图像</p>
<p><strong>参数：</strong></p>
<ul class="simple">
<li><strong>patch (tuple)</strong> – 截取图像块的高和宽</li>
<li><strong>inplace (Boolean)</strong> – 如果为真，直接用新图像块替换原始图像内容；否则返回新图像块。</li>
</ul>
</div>
<hr class="docutils" />
<div class="section" id="resize-by-list-size-list-num-case-1-inplace-true">
<h3>resize_by_list(size_list, num_case=1, inplace=True)<a class="headerlink" href="#resize-by-list-size-list-num-case-1-inplace-true" title="Permalink to this headline"></a></h3>
<p><strong>参数：</strong></p>
<ul class="simple">
<li><strong>num_case</strong> – 缩放操作数目， 必须不超过size_list的长度</li>
<li><strong>inplace</strong> – 对原图对象操作或返回一张新图</li>
</ul>
</div>
<hr class="docutils" />
<div class="section" id="resize-by-range-rng-inplace-true">
<h3>resize_by_range(rng, inplace=True)<a class="headerlink" href="#resize-by-range-rng-inplace-true" title="Permalink to this headline"></a></h3>
<p><strong>参数：</strong></p>
<ul class="simple">
<li><strong>rng</strong> – 元组 (起始值, 结束值), 包括起始值但不包括结束值</li>
<li><strong>inplace</strong> – 对原图对象操作或返回一张新图</li>
</ul>
</div>
<hr class="docutils" />
<div class="section" id="rotate-by-list-angle-list-num-case-1-inplace-true">
<h3>rotate_by_list(angle_list, num_case=1, inplace=True)<a class="headerlink" href="#rotate-by-list-angle-list-num-case-1-inplace-true" title="Permalink to this headline"></a></h3>
<p><strong>参数：</strong></p>
<ul class="simple">
<li><strong>num_case</strong> – 旋转操作数目， 必须不超过angle_list的长度</li>
<li><strong>inplace</strong> – 对原图对象操作或返回一张新图</li>
</ul>
</div>
<hr class="docutils" />
<div class="section" id="rotate-by-range-rng-inplace-true">
<h3>rotate_by_range(rng, inplace=True)<a class="headerlink" href="#rotate-by-range-rng-inplace-true" title="Permalink to this headline"></a></h3>
<p><strong>参数：</strong></p>
<ul class="simple">
<li><strong>rng</strong> – 表示旋转角度范围的元组 (起始值, 结束值), 包括起始值但不包括结束值</li>
<li><strong>inplace</strong> – 对原图对象操作或返回一张新图</li>
</ul>
</div>
<hr class="docutils" />
<div class="section" id="singa-image-tool-color-cast-img-offset">
<h3>singa.image_tool.color_cast(img, offset)<a class="headerlink" href="#singa-image-tool-color-cast-img-offset" title="Permalink to this headline"></a></h3>
<p>对每个通道加上一个随机偏移值[-offset, offset]。</p>
</div>
<hr class="docutils" />
<div class="section" id="singa-image-tool-crop-img-patch-position">
<h3>singa.image_tool.crop(img, patch, position)<a class="headerlink" href="#singa-image-tool-crop-img-patch-position" title="Permalink to this headline"></a></h3>
<p>截取给定位置和给定大小的图像块。</p>
<p><strong>参数：</strong></p>
<ul class="simple">
<li><strong>patch (tuple)</strong> – 宽，高</li>
<li><strong>position (list(str))</strong> – 左上，左下，右上，右下，中间</li>
</ul>
</div>
<hr class="docutils" />
<div class="section" id="singa-image-tool-crop-and-resize-img-patch-position">
<h3>singa.image_tool.crop_and_resize(img, patch, position)<a class="headerlink" href="#singa-image-tool-crop-and-resize-img-patch-position" title="Permalink to this headline"></a></h3>
<p>对给定位置，截取可能的最大方框并缩放到给定尺寸。</p>
<p><strong>参数：</strong></p>
<ul class="simple">
<li><strong>patch (tuple)</strong> – 宽，高</li>
<li><strong>position (list(str))</strong> – 左，中，右，上，中，下</li>
</ul>
</div>
<hr class="docutils" />
<div class="section" id="singa-image-tool-enhance-img-scale">
<h3>singa.image_tool.enhance(img, scale)<a class="headerlink" href="#singa-image-tool-enhance-img-scale" title="Permalink to this headline"></a></h3>
<p>对色度、对比度、亮度和锐度采用随机增强。</p>
<p><strong>参数：</strong></p>
<ul class="simple">
<li><strong>scale (float)</strong> – 增强范围 [1-scale, 1+scale]</li>
</ul>
</div>
<hr class="docutils" />
<div class="section" id="singa-image-tool-load-img-path-grayscale-false">
<h3>singa.image_tool.load_img(path, grayscale=False)<a class="headerlink" href="#singa-image-tool-load-img-path-grayscale-false" title="Permalink to this headline"></a></h3>
<p>从给定路径读取图像。</p>
</div>
<hr class="docutils" />
<div class="section" id="singa-image-tool-resize-img-small-size">
<h3>singa.image_tool.resize(img, small_size)<a class="headerlink" href="#singa-image-tool-resize-img-small-size" title="Permalink to this headline"></a></h3>
<p>缩放图像使得最短边达到给定大小。</p>
<hr class="docutils" />
</div>
</div>
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