title: Breast Cancer Mammogram Classification
type: community
group: Community Contributions
image: /static/templates/community-contributions/breast-cancer-mammogram-classification.jpg
details: <h1>Breast Cancer Mammogram Classification</h1>
source_repo: https://github.com/humanSignal/awesome-label-studio-config/tree/main/label-configs/breast-cancer-mammogram-classification
config: |
  <View>
  <!-- Template sourced from awesome-label-studio-config repository: https://github.com/humanSignal/awesome-label-studio-config/tree/main/label-configs/breast-cancer-mammogram-classification -->
  
    <Style>
      .mammogram-container {
        padding: var(--spacing-600);
        box-shadow: 0 2px 8px rgba(var(--color-neutral-shadow-raw) / 0.15);
        border-radius: var(--corner-radius-medium);
        margin-bottom: var(--spacing-800);
      }
      
      .mammogram-grid {
        display: grid;
        grid-template-columns: 1fr 1fr;
        grid-template-rows: 1fr 1fr;
        grid-template-areas: 
          'left-cc right-cc'
          'left-mlo right-mlo';
        gap: var(--spacing-600);
        margin: var(--spacing-600) 0;
        max-width: 1000px;
        margin-left: auto;
        margin-right: auto;
      }
      
      .mammogram-view {
        text-align: center;
        border: 2px solid var(--color-neutral-border);
        border-radius: var(--corner-radius-medium);
        padding: var(--spacing-500);
        background: var(--color-neutral-background);
        transition: border-color 0.3s ease;
        min-height: 480px;
        display: flex;
        flex-direction: column;
      }
      
      .mammogram-view:hover {
        border-color: var(--color-primary-border-subtle);
      }
      
      .left-cc { grid-area: left-cc; }
      .right-cc { grid-area: right-cc; }
      .left-mlo { grid-area: left-mlo; }
      .right-mlo { grid-area: right-mlo; }
      
      .mammogram-image {
        width: 100%;
        height: 400px;
        object-fit: contain;
        border-radius: var(--corner-radius-small);
        background: var(--color-neutral-background);
      }
      
      .view-header {
        font-size: var(--font-size-16);
        font-weight: var(--font-weight-semibold);
        color: var(--color-neutral-content);
        margin-bottom: var(--spacing-300);
        padding: var(--spacing-200) var(--spacing-300);
        background: var(--color-neutral-surface);
        border: 1px solid var(--color-neutral-border-subtle);
        border-radius: var(--corner-radius-small);
        text-align: center;
      }
      
      .instructions {
        background: var(--color-primary-background);
        padding: var(--spacing-500);
        border-radius: var(--corner-radius-medium);
        border-left: 4px solid var(--color-primary-border);
        margin-bottom: var(--spacing-600);
        line-height: var(--line-height-body-medium);
      }
      
      .instructions-header {
        font-size: var(--font-size-16);
        margin-bottom: var(--spacing-400);
        line-height: var(--line-height-body-medium);
        color: var(--color-neutral-content);
      }
      
      .birads-legend {
        background: var(--color-warning-background);
        color: var(--color-warning-content);
        padding: var(--spacing-400);
        border-radius: var(--corner-radius-small);
        border: 1px solid var(--color-warning-border-subtler);
        margin-top: var(--spacing-400);
        font-size: var(--font-size-14);
        line-height: var(--line-height-body-small);
      }
      
      .classification-section {
        background: var(--color-neutral-background);
        color: var(--color-neutral-content);
        padding: var(--spacing-600);
        border-radius: var(--corner-radius-medium);
        box-shadow: 0 2px 4px rgba(var(--color-neutral-shadow-raw) / 0.1);
        margin: var(--spacing-500) 0;
        border: 1px solid var(--color-neutral-border-subtle);
      }
    </Style>
  
    <!-- Header for context -->
    <Header value="Breast Cancer Mammogram Classification" style="text-align: center; font-size: var(--font-size-24); color: var(--color-neutral-content); margin-bottom: var(--spacing-500);" />
  
    <!-- Instructions -->
    <View className="instructions">
      <Header value="Please review the standard mammographic views (CC and MLO) of both breasts. Compare corresponding views (e.g., L-CC with R-CC). Label each breast individually, and report any findings." style="font-size: 16px; margin-bottom: 10px; height:auto;" />
      <View className="birads-legend">
        <Text name="birads_legend" value="BI-RADS: 0 = Incomplete, 1 = Negative, 2 = Benign, 3 = Probably Benign, 4 = Suspicious, 5 = Highly Suggestive of Malignancy, 6 = Known Cancer" />
      </View>
    </View>
  
    <!-- Mammogram Views Grid -->
    <View className="mammogram-container">
      <View className="mammogram-grid">
        <!-- Left CC -->
        <View className="mammogram-view left-cc">
          <Header value="Left CC" className="view-header" />
          <Image name="left_cc" value="$img1" className="mammogram-image" />
        </View>
        
        <!-- Right CC -->
        <View className="mammogram-view right-cc">
          <Header value="Right CC" className="view-header" />
          <Image name="right_cc" value="$img3" className="mammogram-image" />
        </View>
        
        <!-- Left MLO -->
        <View className="mammogram-view left-mlo">
          <Header value="Left MLO" className="view-header" />
          <Image name="left_mlo" value="$img2" className="mammogram-image" />
        </View>
        
        <!-- Right MLO -->
        <View className="mammogram-view right-mlo">
          <Header value="Right MLO" className="view-header" />
          <Image name="right_mlo" value="$img4" className="mammogram-image" />
        </View>
      </View>
    </View>
  
    <!-- Left Breast Classification -->
    <View className="classification-section">
      <Header value="Left Breast: BI-RADS Classification" style="font-size: var(--font-size-20); color: var(--color-neutral-content); margin-bottom: var(--spacing-400);" />
      <Choices name="birads_left" toName="left_cc,right_cc,left_mlo,right_mlo" choice="single" required="true">
        <Choice value="0 - Incomplete" />
        <Choice value="1 - Negative" />
        <Choice value="2 - Benign" />
        <Choice value="3 - Probably Benign" />
        <Choice value="4 - Suspicious Abnormality" />
        <Choice value="5 - Highly Suggestive of Malignancy" />
        <Choice value="6 - Known Biopsy-Proven Malignancy" />
      </Choices>
  
      <Header value="Left Breast: Density" style="font-size: var(--font-size-16); color: var(--color-neutral-content-subtle); margin: var(--spacing-500) 0 var(--spacing-200) 0;" />
      <Choices name="density_left" toName="left_cc,right_cc,left_mlo,right_mlo" choice="single">
        <Choice value="A - Almost entirely fatty" />
        <Choice value="B - Scattered fibroglandular densities" />
        <Choice value="C - Heterogeneously dense" />
        <Choice value="D - Extremely dense" />
      </Choices>
  
      <Header value="Left Breast: Findings (Optional)" style="font-size: var(--font-size-16); color: var(--color-neutral-content-subtle); margin: var(--spacing-500) 0 var(--spacing-200) 0;" />
      <Choices name="findings_left" toName="left_cc,right_cc,left_mlo,right_mlo" choice="multiple">
        <Choice value="Mass" />
        <Choice value="Calcifications" />
        <Choice value="Architectural Distortion" />
        <Choice value="Asymmetry" />
        <Choice value="Skin/Nipple Retraction" />
      </Choices>
    </View>
  
    <!-- Right Breast Classification -->
    <View className="classification-section">
      <Header value="Right Breast: BI-RADS Classification" style="font-size: var(--font-size-20); color: var(--color-neutral-content); margin-bottom: var(--spacing-400);" />
      <Choices name="birads_right" toName="left_cc,right_cc,left_mlo,right_mlo" choice="single" required="true">
        <Choice value="0 - Incomplete" />
        <Choice value="1 - Negative" />
        <Choice value="2 - Benign" />
        <Choice value="3 - Probably Benign" />
        <Choice value="4 - Suspicious Abnormality" />
        <Choice value="5 - Highly Suggestive of Malignancy" />
        <Choice value="6 - Known Biopsy-Proven Malignancy" />
      </Choices>
  
      <Header value="Right Breast: Density" style="font-size: var(--font-size-16); color: var(--color-neutral-content-subtle); margin: var(--spacing-500) 0 var(--spacing-200) 0;" />
      <Choices name="density_right" toName="left_cc,right_cc,left_mlo,right_mlo" choice="single">
        <Choice value="A - Almost entirely fatty" />
        <Choice value="B - Scattered fibroglandular densities" />
        <Choice value="C - Heterogeneously dense" />
        <Choice value="D - Extremely dense" />
      </Choices>
  
      <Header value="Right Breast: Findings (Optional)" style="font-size: var(--font-size-16); color: var(--color-neutral-content-subtle); margin: var(--spacing-500) 0 var(--spacing-200) 0;" />
      <Choices name="findings_right" toName="left_cc,right_cc,left_mlo,right_mlo" choice="multiple">
        <Choice value="Mass" />
        <Choice value="Calcifications" />
        <Choice value="Architectural Distortion" />
        <Choice value="Asymmetry" />
        <Choice value="Skin/Nipple Retraction" />
      </Choices>
    </View>
  
    <!-- Additional Observations -->
    <View className="classification-section">
      <Header value="Additional Observations / Notes (Optional)" style="font-size: var(--font-size-20); color: var(--color-neutral-content); margin-bottom: var(--spacing-400);" />
      <TextArea
        name="notes"
        toName="left_cc,right_cc,left_mlo,right_mlo"
        rows="5"
        placeholder="Describe any notable findings, technical issues, or comparison to prior exams."
        style="width: 100%; padding: var(--spacing-300); border: 2px solid var(--color-neutral-border); border-radius: var(--corner-radius-small); font-size: var(--font-size-14); background: var(--color-neutral-background); color: var(--color-neutral-content);"
      />
    </View>
  </View>
  
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      "img2": "https://raw.githubusercontent.com/HumanSignal/awesome-label-studio-configs/refs/heads/main/label-configs/breast-cancer-mammogram-classification/assets/r-cc.png",
      "img3": "https://raw.githubusercontent.com/HumanSignal/awesome-label-studio-configs/refs/heads/main/label-configs/breast-cancer-mammogram-classification/assets/l-mlo.png",
      "img4": "https://raw.githubusercontent.com/HumanSignal/awesome-label-studio-configs/refs/heads/main/label-configs/breast-cancer-mammogram-classification/assets/r-mlo.png"
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