Sökning: "Multiple-Instance Learning MIL"

Hittade 2 uppsatser innehållade orden Multiple-Instance Learning MIL.

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

    Master-uppsats, KTH/Skolan för kemi, bioteknologi och hälsa (CBH)

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

    Sammanfattning : 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. LÄS MER

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

    Master-uppsats, KTH/Skolan för kemi, bioteknologi och hälsa (CBH)

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

    Sammanfattning : 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. LÄS MER