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‎docs/source/templates/breast_cancer_mammogram_classification.md‎

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---
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title: Breast Cancer Mammogram Classification
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type: templates
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category: Community Contributions
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cat: community
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order: 1000
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meta_title: Breast Cancer Mammogram Classification Data Labeling Template
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meta_description: Template for breast cancer mammogram classification with Label Studio
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community: true
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community_author: redeipirati
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community_contributors: carly-bartel
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community_repo: awesome-label-studio-config
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github_repo: humanSignal/awesome-label-studio-config
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repo_url: https://github.com/HumanSignal/awesome-label-studio-config/tree/main/label-configs/breast-cancer-mammogram-classification
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---
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<img src="/images/templates/breast-cancer-mammogram-classification.gif" alt="" class="gif-border" width="552px" height="408px" />
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This labeling config provides a comprehensive interface for breast cancer mammogram analysis using the BI-RADS classification system. It enables radiologists to classify mammograms, assess breast density, and document findings for both breasts.
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## Labeling Configuration
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```html
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<View>
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<!-- Header for context -->
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<Header value="Breast Cancer Mammogram Classification" />
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<!-- Instructions -->
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<View style="margin-bottom: 20px;">
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<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." />
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<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" />
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</View>
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<!-- CC Views -->
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<View style="margin-bottom: 10px; display: flex; gap: 20px; justify-content: center;">
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<View style="text-align: center; width: 450px; height: 450px;">
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<Header value="Left CC" />
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<Image name="left_cc" value="$img1" style="width:100%; height:100%; object-fit: contain;" />
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</View>
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<View style="text-align: center; width: 450px; height: 450px;">
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<Header value="Right CC" />
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<Image name="right_cc" value="$img3" style="width:100%; height:100%; object-fit: contain;" />
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</View>
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</View>
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<!-- MLO Views -->
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<View style="margin-bottom: 20px; display: flex; gap: 20px; justify-content: center;">
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<View style="text-align: center; width: 450px; height: 450px;">
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<Header value="Left MLO" />
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<Image name="left_mlo" value="$img2" style="width:100%; height:100%; object-fit: contain;" />
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</View>
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<View style="text-align: center; width: 450px; height: 450px;">
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<Header value="Right MLO" />
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<Image name="right_mlo" value="$img4" style="width:100%; height:100%; object-fit: contain;" />
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</View>
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</View>
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<!-- Left Breast -->
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<View style="margin-top: 20px;">
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<Header value="Left Breast: BI-RADS Classification" />
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<Choices name="birads_left" toName="left_cc,right_cc,left_mlo,right_mlo" choice="single" required="true">
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<Choice value="0 - Incomplete" />
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<Choice value="1 - Negative" />
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<Choice value="2 - Benign" />
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<Choice value="3 - Probably Benign" />
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<Choice value="4 - Suspicious Abnormality" />
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<Choice value="5 - Highly Suggestive of Malignancy" />
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<Choice value="6 - Known Biopsy-Proven Malignancy" />
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</Choices>
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<Header value="Left Breast: Density" />
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<Choices name="density_left" toName="left_cc,right_cc,left_mlo,right_mlo" choice="single">
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<Choice value="A - Almost entirely fatty" />
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<Choice value="B - Scattered fibroglandular densities" />
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<Choice value="C - Heterogeneously dense" />
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<Choice value="D - Extremely dense" />
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</Choices>
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<Header value="Left Breast: Findings (Optional)" />
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<Choices name="findings_left" toName="left_cc,right_cc,left_mlo,right_mlo" choice="multiple">
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<Choice value="Mass" />
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<Choice value="Calcifications" />
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<Choice value="Architectural Distortion" />
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<Choice value="Asymmetry" />
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<Choice value="Skin/Nipple Retraction" />
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</Choices>
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</View>
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<!-- Right Breast -->
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<View style="margin-top: 30px;">
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<Header value="Right Breast: BI-RADS Classification" />
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<Choices name="birads_right" toName="left_cc,right_cc,left_mlo,right_mlo" choice="single" required="true">
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<Choice value="0 - Incomplete" />
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<Choice value="1 - Negative" />
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<Choice value="2 - Benign" />
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<Choice value="3 - Probably Benign" />
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<Choice value="4 - Suspicious Abnormality" />
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<Choice value="5 - Highly Suggestive of Malignancy" />
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<Choice value="6 - Known Biopsy-Proven Malignancy" />
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</Choices>
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<Header value="Right Breast: Density" />
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<Choices name="density_right" toName="left_cc,right_cc,left_mlo,right_mlo" choice="single">
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<Choice value="A - Almost entirely fatty" />
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<Choice value="B - Scattered fibroglandular densities" />
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<Choice value="C - Heterogeneously dense" />
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<Choice value="D - Extremely dense" />
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</Choices>
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<Header value="Right Breast: Findings (Optional)" />
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<Choices name="findings_right" toName="left_cc,right_cc,left_mlo,right_mlo" choice="multiple">
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<Choice value="Mass" />
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<Choice value="Calcifications" />
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<Choice value="Architectural Distortion" />
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<Choice value="Asymmetry" />
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<Choice value="Skin/Nipple Retraction" />
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</Choices>
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</View>
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<!-- Free Text Observation -->
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<View style="margin-top: 30px;">
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<Header value="Additional Observations / Notes (Optional)" />
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<TextArea
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name="notes"
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toName="left_cc,right_cc,left_mlo,right_mlo"
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rows="5"
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placeholder="Describe any notable findings, technical issues, or comparison to prior exams."
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/>
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</View>
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</View>
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```
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## About the labeling configuration
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All labeling configurations must be wrapped in [View](/tags/view.html) tags.
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This configuration uses the following tags:
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- [Image](/tags/image.html)
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- [Choices](/tags/choices.html)
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- [TextArea](/tags/textarea.html)
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- [View](/tags/view.html)
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- [Header](/tags/header.html)
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## Usage Instructions
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- **Image Display**: This config displays four mammogram views (Left CC, Left MLO, Right CC, Right MLO) in a grid layout.
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- **BI-RADS Classification**: Each breast can be classified using the standard BI-RADS categories (0-6).
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- **Density Assessment**: Breast density can be classified using the A-D scale.
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- **Findings Documentation**: Multiple choice options for common findings (Mass, Calcifications, etc.).
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- **Notes**: Free text area for additional observations and technical notes.
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