Deep Learning Innovations in MRI Reconstruction and Analysis
portes grátis
Deep Learning Innovations in MRI Reconstruction and Analysis
Enhancing Image Quality for Robust Image Processing and Clinical Decision Making
Chatterjee, Soumick
Springer Fachmedien Wiesbaden
03/2026
342
Mole
Inglês
9783658507404
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1. Introduction.- I Fundamentals.- 2. Magnetic Resonance Imaging.- 3. Image Processing.- 4. Neural Networks.- II Current Techniques.- 5. Undersampled MRI Reconstruction.- 6.Motion Correction.- 7. Automatic MR Image Processing Pipelines.- III Advancing the Field of Undersampled Reconstruction.- 8. Artefact Reduction in the Image Space.- 9. Undersampled Reconstruction as Super Resolution.- 10. Working in the Hybrid Space.- IV Undersampled Reconstruction as a Generalised Component of an MRI Processing Pipeline.- 11. Spatiospatial Models: Brain Tumour Classification.- 12. GP-models: Brain Tumour Classification.- 13. StRegA: Anomaly Detection.- 14. DS6: Vessel Segmentation.- 15. MICDIR: Image Registration.- V.Tackling the Motion.- 16. Retrospective Motion Correction.- VI Conclusion and Outlook.- 17. Concluding Remarks.- 18. Directions for Future Research.
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Machine Learning;Motion;Reconstruction;Supervised Learning;Weakly-supervised Learning;Deep Learning;Cartesian MRI;Radial MRI;Artefacts;Classification;Anomaly Detection;Unsupervised Learning;MRI;Segmentation
1. Introduction.- I Fundamentals.- 2. Magnetic Resonance Imaging.- 3. Image Processing.- 4. Neural Networks.- II Current Techniques.- 5. Undersampled MRI Reconstruction.- 6.Motion Correction.- 7. Automatic MR Image Processing Pipelines.- III Advancing the Field of Undersampled Reconstruction.- 8. Artefact Reduction in the Image Space.- 9. Undersampled Reconstruction as Super Resolution.- 10. Working in the Hybrid Space.- IV Undersampled Reconstruction as a Generalised Component of an MRI Processing Pipeline.- 11. Spatiospatial Models: Brain Tumour Classification.- 12. GP-models: Brain Tumour Classification.- 13. StRegA: Anomaly Detection.- 14. DS6: Vessel Segmentation.- 15. MICDIR: Image Registration.- V.Tackling the Motion.- 16. Retrospective Motion Correction.- VI Conclusion and Outlook.- 17. Concluding Remarks.- 18. Directions for Future Research.
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
