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Found 2 essays matching the above criteria.

1. 1. Comparing Weak and Strong Annotation Strategies for Multiple Instance Learning in Digital Pathology

   University essay from KTH/Skolan för kemi, bioteknologi och hälsa (CBH)

   Author : Alice Ciallella; [2022]
   Keywords : Multiple-Instance Learning MIL ; prostate cancer; bag creation; digital pathology; binary classification; multiclass classification;

   Abstract : Prostate cancer is the second most diagnosed cancer worldwide and its diagnosis is done through visual inspection of biopsy tissue by a pathologist, who assigns a score used by doctors to decide on the treatment. However, the scoring system, the Gleason score, is affected by a high inter and intra-observer variability, lack of standardization, and overestimation. READ MORE

3. 2. Deep Learning for Prostate Cancer Risk Prediction Through Image Analysis of Cells

   University essay from KTH/Skolan för kemi, bioteknologi och hälsa (CBH)

   Author : Aditya Tejaswi; [2022]
   Keywords : Prostate Cancer; Multiple Instance Learning; Attention Scores; Cell Segmentation; Prostatacancer; Multiple Instance Learning; Uppmärksamhetspoäng; Cellsegmentering;

   Abstract : Prostate cancer is one of the most common types of cancer occurring in men. Several types of research have been done using deep learning methods for the classification/prediction of cancer grades. In this thesis, the results of prostate cancer risk prediction, based only on the images of cells from the prostate tissues, have been analyzed. READ MORE