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| | <title>Bilateral View Hypercomplex Breast Classification</title> |
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| | <h1 class="title">Bilateral View Hypercomplex Breast Classification</h1> |
| | <h2 class="subtitle">Kalbe Digital Lab</h2> |
| | <section class="overview"> |
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| | <h3 class="overview-heading"><span class="vl">Overview</span></h3> |
| | <p class="overview-content"> |
| | Breast cancer classification using 2-views (bilateral) that compose a mammography exam, owing to the correlations contained in mammography views, which present crucial information for identifying tumors. |
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| | Reference: <a href="https://arxiv.org/abs/2204.05798" target="_blank">https://arxiv.org/abs/2204.05798</a> |
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| | <h3 class="overview-heading"><span class="vl">Dataset</span></h3> |
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| | <p class="overview-content">The model is trained using CBIS <a href="https://pubmed.ncbi.nlm.nih.gov/22078258/" target="_blank">INBReast Dataset</a></p> |
| | <ul> |
| | <li>Target: Lesions (masses, calcifications, asymmetries, and distortions)</li> |
| | <li>Task: Classification</li> |
| | <li>Modality: Grayscale</li> |
| | </ul> |
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| | <h3 class="overview-heading"><span class="vl">Model Architecture</span></h3> |
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| | <p class="overview-content">Parameterized Hypercomplex ResNets-18 Variants (PHYResNet).</p> |
| | <img class="content-image" src="file/figures/phresnet18.png" alt="model-architecture" /> |
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| | </section> |
| | <h3 class="overview-heading"><span class="vl">Demo</span></h3> |
| | <p class="overview-content">Please select the example below or upload 2 pairs of mammography exam result.</p> |
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