Ecosyste.ms: Awesome

Projects in Awesome Lists tagged with rule-based-modeling

A curated list of projects in awesome lists tagged with rule-based-modeling .

• Sort

  • Recently synced
  • Stars

https://github.com/fitushar/multi-label-annotation-text-reports-body-ct

There is progress to be made in building artificially intelligent systems to detect abnormalities that are not only accurate but can handle the true breadth of findings that radiologists encounter in body (chest, abdomen, and pelvis) Computed Tomography (CT). Currently, the major bottleneck for developing multi-disease classifiers is a lack of manually annotated data. The purpose of this work was to develop high throughput multi-label annotators for body CT reports that can be applied across a variety of abnormalities, organs, and disease states thereby mitigating the need for human annotation.

attention-mechanism ct-report nlp-machine-learning python-3 python-regex-extractor radiology-report-annotation radiology-reports rnn-tensorflow rule-based-modeling tensorflow2

Last synced: 08 Nov 2024

https://github.com/fitushar/multi-label-weakly-supervised-classification-of-body-ct

A rule-based algorithm enabled the automatic extraction of disease labels from tens of thousands of radiology reports. These weak labels were used to create deep learning models to classify multiple diseases for three different organ systems in body CT.

3d 3d-classification 3d-resnet 3d-segmentation ct ct-scan-images kidney kidney-disease kidney-disease-prediction liver-disease liver-disease-prediction machine-learning multi-label-disease multi-label-disease-classification multi-label-image-classification rule-based-modeling tensorflow2 weakly-supervised-learning

Last synced: 08 Nov 2024