Deep Metric Learning-based Image Retrieval System for Chest Radiograph and its Clinical Applications in COVID-19.
Aoxiao ZhongXiang LiDufan WuHui RenKyung Sang KimYoung-Gon KimVarun BuchNir NeumarkBernardo BizzoWon Young TakSoo Young ParkYu Rim LeeMin Kyu KangJung Gil ParkByung Seok KimWoo Jin ChungNing GuoIttai DayanMannudeep K. KalraQuanzheng LiPublished in: CoRR (2020)
Keyphrases
- clinical applications
- metric learning
- x ray
- intraoperative
- x ray images
- medical images
- chest radiographs
- anatomical structures
- distance metric
- distance metric learning
- imaging modalities
- semi supervised
- medical image analysis
- pairwise
- multi task
- medical imaging
- learning tasks
- magnetic resonance
- image retrieval
- dimensionality reduction
- feature space
- mahalanobis metric
- ct scans
- medical data
- distance function
- mr images
- background knowledge
- computed tomography
- ct images
- automatic segmentation
- neural network
- region of interest
- deformable models
- labeled data
- learning process
- machine learning