Deep Learning-Enabled Classification of HER2 Score in Breast Cancer Using Pyramid Sampling

Selcuk S. Y., Yang X., Bai B., Zhang Y., Li Y., AYDIN M., ...Daha Fazla

2024 Conference on Lasers and Electro-Optics, CLEO 2024, North Carolina, Amerika Birleşik Devletleri, 7 - 10 Mayıs 2024, (Tam Metin Bildiri) identifier

  • Yayın Türü: Bildiri / Tam Metin Bildiri
  • Doi Numarası: 10.1364/cleo_at.2024.ath1b.7
  • Basıldığı Şehir: North Carolina
  • Basıldığı Ülke: Amerika Birleşik Devletleri
  • Anahtar Kelimeler: Accuracy, Biological tissues, Breast cancer, Electro-optical waveguides, Lasers and electrooptics, Learning systems
  • Samsun Üniversitesi Adresli: Hayır

Özet

We present an automated, deep learning-based method for HER2 score classification in breast cancer, achieving 85.47% accuracy on tissue microarrays from 300 patients. This method can significantly improve the HER2 evaluation process, saving diagnostician time.