Deep Network Design for Medical Image Computing

1. Introduction
2. Deep Learning Basics
3. Classification: Lesion and Disease Recognition
4. Detection: Vertebrae Localization and Identification
5. Segmentation: Intracardiac Echocardiography Contouring
6. Registration: 2D/3D Medical Image Registration
7. Reconstruction: Supervised Artifact Reduction
8. Reconstruction: Unsupervised Artifact Reduction
9. Synthesis: Novel View Synthesis
10. Challenges and Future Directions

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• Inteligência artificial
• As redes neurais e sistemas nebulosos
• Aprendizagem mecânica
• Visão por computador

Medical image computing; Medical image analysis; Medical image reconstruction;Medical image synthesis;Medical imaging;Deep learning; Machine Learning;Computer vision; Pattern recognition; Artificial intelligence