A deep learning approach to estimate chemically-treated collagenous tissue nonlinear anisotropic stress-strain responses from microscopy images

Medicine & Life Sciences

• Blood Vessels 7%
• Cattle 19%
• Collagen 18%
• Deep Learning 100%
• Elastic Tissue 44%
• Equipment and Supplies 7%
• Glutaral 28%
• Heart Valves 27%
• Machine Learning 27%
• Microscopy 60%
• Pericardium 27%
• Quality Control 11%

Engineering & Materials Science

• Biological materials 10%
• Biomedical equipment 8%
• Collagen 21%
• Deep learning 64%
• Fabrication 5%
• Fibers 5%
• Harmonic generation 24%
• Machine learning 11%
• Mechanical properties 15%
• Microscopic examination 78%
• Quality control 7%
• Stiffness 5%
• Tissue 61%

Chemical Compounds

• Application 22%
• Biomaterial 20%
• Collagen 46%
• Error 18%
• Fiber 15%
• Quality Control 22%
• Second-Harmonic Generation 55%
• Valve 52%