Concepedia

Tissue classification and segmentation of pressure injuries using convolutional neural networks

Sofia Zahia, Daniel Sierra-Sosa, Begonya García-Zapirain, Adel Elmaghraby

Computer Methods and Programs in Biomedicine · 2018 · 88 citations · 26 references

Concepts

ComputingBioengineeringBiomedical EngineeringBiomedical ImagingComputer VisionMedical Image AnalysisPressure DistributionPressure Injury ManagementPressure Injury PreventionPressure Injury Risk AssessmentVolume SegmentationComputational Tissue ClassificationConvolutional Neural Network DetectionConvolutional Neural NetworksDeep Learning-based DiagnosisPressure Injury IdentificationTissue Classification

References

26

Deep Residual Learning for Image Recognition

Kaiming He, Xiangyu Zhang, Shaoqing Ren et al. · 2016 · 222.1K citations · Full text

Computing, Computer Science, Computer Vision +11

ImageNet classification with deep convolutional neural networks

Alex Krizhevsky, Ilya Sutskever, Geoffrey E. Hinton · Communications of the ACM · 2017 · 75.7K citations · Full text

Computing, Computer Science, Computer Vision +12

Going deeper with convolutions

Christian Szegedy, Wei Liu, Yangqing Jia et al. · 2015 · 46.8K citations

Computing, Computer Science, Artificial Intelligence +15

Dermatologist-level classification of skin cancer with deep neural networks

Andre Esteva, Brett Kuprel, Roberto A. Novoa et al. · Nature · 2017 · 13.8K citations · Full text

Computing, Computer Science, Dermatology +16

Efficient multi-scale 3D CNN with fully connected CRF for accurate brain lesion segmentation

Konstantinos Kamnitsas, Christian Ledig, Virginia Newcombe et al. · Medical Image Analysis · 2016 · 3.5K citations · Full text

Computing, Computer Science, Radiology +17