Concepedia

Self-supervised region-aware segmentation of COVID-19 CT images using 3D GAN and contrastive learning

Siyavash Shabani, Morteza Homayounfar, Varut Vardhanabhuti, Mohammad-Ali Nikouei Mahani, Mohamad Koohi‐Moghadam

Computers in Biology and Medicine · 2022 · 24 citations · 27 references

Open access

Concepts

ComputingComputer ScienceRadiologyComputer VisionDiagnostic ImagingDiagnostic Radiology3D ReconstructionComputed TomographyImage SegmentationMedical Image AnalysisMedical ImagingVolume Segmentation3D Image Segmentation3D SegmentationContrastive LearningConvolutional Neural Network SegmentationRegion SegmentationSelf-supervised SegmentationTomographic Image Segmentation

References

27

Generative adversarial networks

Ian Goodfellow, Jean Pouget-Abadie, Mehdi Mirza et al. · Communications of the ACM · 2020 · 13.6K citations · Full text

Computing, Computer Science, Computer Graphics +10

UNet++: A Nested U-Net Architecture for Medical Image Segmentation

Zongwei Zhou, Md Mahfuzur Rahman Siddiquee, Nima Tajbakhsh et al. · Lecture notes in computer science · 2018 · 9K citations · Full text

Computing, Biomedical Engineering, Radiology +11

Generalized Cross Entropy Loss for Training Deep Neural Networks with Noisy Labels

Zhilu Zhang, Mert R. Sabuncu · PubMed · 2018 · 1.5K citations · Full text

Computing, Computer Science, Artificial Intelligence +16

Inf-Net: Automatic COVID-19 Lung Infection Segmentation From CT Images

Deng-Ping Fan, Tao Zhou, Ge-Peng Ji et al. · IEEE Transactions on Medical Imaging · 2020 · 1.2K citations

Computing, Computer Science, Radiology +13

Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning

Bin Li, Yin Li, Kevin W. Eliceiri · 2021 · 793 citations · Full text

Computing, Biomedical Engineering, Computer Science +15