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Jack Breen's Projects

clam icon clam

Attention-based Active Sampling in Multiple Instance Learning.

dras-mil icon dras-mil

Efficient subtyping of ovarian cancer histopathology whole slide images using active sampling in multiple instance learning

hipt icon hipt

Hierarchical Image Pyramid Transformer - CVPR 2022 (Oral)

hipt_abmil_atec23 icon hipt_abmil_atec23

Predicting Ovarian Cancer Treatment Response in Histopathology using Hierarchical Vision Transformers and Multiple Instance Learning

idsvsstaging icon idsvsstaging

Comparative evaluation of ovarian carcinoma subtyping in primary versus interval debulking surgery specimen whole slide images using artificial intelligence

medicaldetectiontoolkit icon medicaldetectiontoolkit

The Medical Detection Toolkit contains 2D + 3D implementations of prevalent object detectors such as Mask R-CNN, Retina Net, Retina U-Net, as well as a training and inference framework focused on dealing with medical images.

midog_domain_adaptation icon midog_domain_adaptation

Assessing Domain Adaptation Techniques for Mitosis Detection in Multi-scanner Breast Cancer Histopathology Images

midog_reference_docker icon midog_reference_docker

Reference implementation of domain-adversarial training on a RetinaNet (to use as template in the MIDOG challenge)

ovarian_features icon ovarian_features

Histopathology Foundation Models Enable Accurate Ovarian Cancer Subtype Classification

ovarian_subtype_mags icon ovarian_subtype_mags

Reducing Histopathology Slide Magnification Improves the Accuracy and Speed of Ovarian Cancer Subtyping

ovcareview icon ovcareview

Artificial intelligence in ovarian cancer histopathology: a systematic review

stylegan icon stylegan

StyleGAN - Official TensorFlow Implementation

vision icon vision

Datasets, Transforms and Models specific to Computer Vision

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