title: ÐÐ²ÑÐ¾Ð¼Ð°ÑÐ¸Ð·Ð°ÑÐ¸Ñ Ð³Ð¸ÑÑÐ¾Ð»Ð¾Ð³Ð¸ÑÐµÑÐºÐ¸Ñ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ð¹ Ð´Ð»Ñ Ð²ÑÑÐ²Ð»ÐµÐ½Ð¸Ñ ÑÐ°Ð½Ð½ÐµÐ¹ Ð¾Ð½ÐºÐ¾Ð»Ð¾Ð³Ð¸ÑÐµÑÐºÐ¾Ð¹ Ð¿Ð°ÑÐ¾Ð»Ð¾Ð³Ð¸Ð¸ Ð³ÑÑÐ´Ð¸
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¼Ð°Ð³Ð¸ÑÑÑÐ°
titleType: Subtitle
title: Automation of oncological research for oncological diseases
Creators: name: Ð¡Ð°Ð¼Ð°ÑÐ¸Ð½Ð°, ÐÐ»ÑÐ½Ð°
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2022
Subjects: ÐÐµÐ¹ÑÐ¾Ð½Ð½ÑÐµ ÑÐµÑÐ¸
ÐÐ°ÑÐ¸Ð½Ð½Ð¾Ðµ Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ
Ð¸Ð½Ð²Ð°Ð·Ð¸Ð²Ð½Ð°Ñ Ð¿ÑÐ¾ÑÐ¾ÐºÐ¾Ð²Ð°Ñ ÐºÐ°ÑÑÐ¸Ð½Ð¾Ð¼Ð°
ÑÐ°Ðº Ð¼Ð¾Ð»Ð¾ÑÐ½Ð¾Ð¹ Ð¶ÐµÐ»ÐµÐ·Ñ
invasive ductal carcinoma
breast cancer

description: Ð¢ÐµÐ¼Ð° Ð²ÑÐ¿ÑÑÐºÐ½Ð¾Ð¹ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÑ: Â«ÐÐ²ÑÐ¾Ð¼Ð°ÑÐ¸Ð·Ð°ÑÐ¸Ñ Ð³Ð¸ÑÑÐ¾Ð»Ð¾Ð³Ð¸ÑÐµÑÐºÐ¸Ñ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ð¹ Ð´Ð»Ñ Ð²ÑÑÐ²Ð»ÐµÐ½Ð¸Ñ ÑÐ°Ð½Ð½ÐµÐ¹ Ð¾Ð½ÐºÐ¾Ð»Ð¾Ð³Ð¸ÑÐµÑÐºÐ¾Ð¹ Ð¿Ð°ÑÐ¾Ð»Ð¾Ð³Ð¸Ð¸ Ð³ÑÑÐ´Ð¸Â». Ð¦ÐµÐ»ÑÑ Ð´Ð°Ð½Ð½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÑ ÑÐ²Ð»ÑÐµÑÑÑ Ð°Ð²ÑÐ¾Ð¼Ð°ÑÐ¸Ð·Ð°ÑÐ¸Ñ Ð³Ð¸ÑÑÐ¾Ð»Ð¾Ð³Ð¸ÑÐµÑÐºÐ¸Ñ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ð¹ Ð´Ð»Ñ Ð²ÑÑÐ²Ð»ÐµÐ½Ð¸Ñ ÑÐ°Ð½Ð½ÐµÐ¹ Ð¸Ð½Ð²Ð°Ð·Ð¸Ð²Ð½Ð°Ñ Ð¿ÑÐ¾ÑÐ¾ÐºÐ¾Ð²Ð¾Ð¹ ÐºÐ°ÑÑÐ¸Ð½Ð¾Ð¼Ñ ÐºÐ°ÑÑÐ¸Ð½Ð¾Ð¼Ñ Ð¼Ð¾Ð»Ð¾ÑÐ½Ð¾Ð¹ Ð¶ÐµÐ»ÐµÐ·Ñ Ð¿Ð¾Ð¼Ð¾ÑÑÑ ÑÐ²ÑÑÑÐ¾ÑÐ½Ð¾Ð¹ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½Ð¾Ð¹ ÑÐµÑÐ¸. ÐÑÐµÐ´Ð¼ÐµÑ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ â Ð³Ð¸ÑÑÐ¾Ð»Ð¾Ð³Ð¸ÑÐµÑÐºÐ¸Ðµ ÑÐ½Ð¸Ð¼ÐºÐ¸ ÑÐºÐ°Ð½ÐµÐ¹ Ð¼Ð¾Ð»Ð¾ÑÐ½Ð¾Ð¹ Ð¶ÐµÐ»ÐµÐ·Ñ, ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð½ÑÐµ Ð¿Ð¾ Ð¿ÑÐ¸Ð·Ð½Ð°ÐºÐ°Ð¼ Â«Ð·Ð´Ð¾ÑÐ¾Ð²Ð°Ñ ÑÐºÐ°Ð½ÑÂ» Ð¸ Â«ÑÐ°ÐºÐ¾Ð²Ð°Ñ ÑÐºÐ°Ð½ÑÂ». ÐÐ°Ð´Ð°ÑÐ¸ Ð´Ð°Ð½Ð½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÑ: ÑÑÐ°Ð½ÑÑÐµÑÐ½Ð¾Ðµ Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ Ð¼Ð¾Ð´ÐµÐ»ÐµÐ¹, Ð¾ÑÐ½Ð¾Ð²Ð°Ð½Ð½ÑÑ Ð½Ð° Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÑ ÑÐµÑÑÑ EfficientNetB7, InceptionResNetV2, VGG19; ÑÑÐ°Ð²Ð½ÐµÐ½Ð¸Ðµ ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÐ¾Ð² Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ Ð¸ Ð½Ð°ÑÐ¾Ð¶Ð´ÐµÐ½Ð¸Ðµ Ð½Ð°Ð¸Ð»ÑÑÑÐµÐ¹ Ð¼Ð¾Ð´ÐµÐ»Ð¸ Ð´Ð»Ñ Ð¸Ð½ÑÐµÐ³ÑÐ°ÑÐ¸Ð¸ Ð² Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½Ð¾-Ð°Ð¿Ð¿Ð°ÑÐ°ÑÐ½ÑÐ¹ ÐºÐ¾Ð¼Ð¿Ð»ÐµÐºÑ. ÐÐ¾ Ð¿Ð¾ÐºÐ°Ð·Ð°ÑÐµÐ»Ñ Ð½Ð°Ð¸Ð±Ð¾Ð»ÑÑÐµÐ¹ ÑÐ¾ÑÐ½Ð¾ÑÑÐ¸, Ð¼Ð¾Ð´ÐµÐ»Ñ, Ð¾ÑÐ½Ð¾Ð²Ð°Ð½Ð½Ð°Ñ Ð½Ð° ÑÑÐ°Ð½ÑÑÐµÑÐ½Ð¾Ð¼ Ð¾Ð±ÑÑÐµÐ½Ð¸Ð¸ EfficientNetB7, Ð±ÑÐ»Ð° Ð²ÑÐ±ÑÐ°Ð½Ð° Ð´Ð»Ñ Ð¸Ð½ÑÐµÐ³ÑÐ°ÑÐ¸Ð¸ Ð² Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½Ð¾-Ð°Ð¿Ð¿Ð°ÑÐ°ÑÐ½ÑÐ¹ ÐºÐ¾Ð¼Ð¿Ð»ÐµÐºÑ. ÐÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð°, Ð¾ÑÐ½Ð¾Ð²Ð°Ð½Ð½Ð°Ñ Ð½Ð° Ð¸Ð½ÑÐµÐ³ÑÐ°ÑÐ¸Ð¸ Ñ Ð²ÑÐ±ÑÐ°Ð½Ð½Ð¾Ð¹ Ð¼Ð¾Ð´ÐµÐ»ÑÑ, Ð±ÑÐ´ÐµÑ ÑÐ²Ð»ÑÑÑÑÑ ÑÐµÑÐ²Ð¸ÑÐ¾Ð¼ Ð²ÑÐ¾ÑÐ¾Ð³Ð¾ Ð¼Ð½ÐµÐ½Ð¸Ñ, ÑÑÐ¾ Ð¾Ð±ÐµÑÐ¿ÐµÑÐ¸Ñ ÑÐ¿ÑÐ¾ÑÐµÐ½Ð¸Ðµ ÑÐ°Ð±Ð¾ÑÑ Ð²ÑÐ°ÑÐ° Ð² Ð¾Ð¿Ð¸ÑÐ°Ð½Ð¸Ð¸ Ð¿Ð°ÑÑÐ° Ð³Ð¸ÑÑÐ¾Ð»Ð¾Ð³Ð¸Ð¸ Ð¼Ð¾Ð»Ð¾ÑÐ½Ð¾Ð¹ Ð¶ÐµÐ»ÐµÐ·Ñ.
description: The subject of the graduate qualification work is: "Automation of histological examinations for the detection of early oncological pathology of the breast". The given work is devoted to automate histological studies for the detection of early invasive ductal carcinoma of breast carcinoma using a convolutional neural network. The subject of the study is histological images of breast tissue, classified according to the signs of "healthy tissue" and "cancer tissue". The objectives of this work: transfer learning of models based on neural networks EfficientNetB7, InceptionResNetV2, VGG19; comparison of learning outcomes and finding the best model for integration into the software and hardware complex.In terms of the highest accuracy, the model based on EfficientNetB7 transfer learning was chosen for integration into the software and hardware complex. The program, based on integration with the selected model, will be a second opinion service, which will simplify the work of the doctor in the description of the breast histology patch.