思想流动 发表于 2025-3-25 04:39:38
2662-1541 rk on this exploration of data harmonization in radiomics, they hope to ignite discussions, foster new ideas, and inspire researchers, clinicians, and scientists alike to embrace the challenges and opportunitie978-3-031-48445-2978-3-031-48446-9Series ISSN 2662-1541 Series E-ISSN 2662-155X要控制 发表于 2025-3-25 11:08:45
Jared R. Morrow,Charles A. Sandbergxtract reproducible and accurate imaging biomarkers through image acquisition and reconstruction, image harmonization, image synthesis for data augmentation, image segmentation, extraction of deep features, models for prediction of clinical endpoints, and integration of imaging, clinical, biological吸引力 发表于 2025-3-25 12:16:20
https://doi.org/10.1007/978-94-009-4277-6des an overview of fundamental principles and hardware components, detailing magnetic field magnets, gradient magnets, and radiofrequency coils. MRI’s physical basis, including nuclear spin, resonance, and relaxation times (T1 and T2), is explained, emphasizing the importance of .-space in image acqmeretricious 发表于 2025-3-25 19:18:48
http://reply.papertrans.cn/19/1813/181257/181257_24.pngForeshadow 发表于 2025-3-25 20:53:48
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https://doi.org/10.1007/978-4-431-68422-0 features and must be taken into account. In this chapter, we will not only summarize the most common kinds of non-biological differences but also discuss the methods currently in use to bring these differences into alignment. In addition, we will provide predictions about probable future research dNoctambulant 发表于 2025-3-26 06:29:22
https://doi.org/10.1007/978-3-319-32046-5 dealing with artificial intelligence (AI) models that have been trained with a finite data set with specific image characteristics. For instance, extracting features from different image studies after applying IHTs can improve robustness and generalization when training a radiomics model. IHTs base我不死扛 发表于 2025-3-26 12:05:26
http://reply.papertrans.cn/19/1813/181257/181257_28.png乏味 发表于 2025-3-26 12:51:04
Book 2023re use of advanced radiomics-based models in routine clinical practice. ..As authors embark on this exploration of data harmonization in radiomics, they hope to ignite discussions, foster new ideas, and inspire researchers, clinicians, and scientists alike to embrace the challenges and opportunitie幻影 发表于 2025-3-26 18:39:00
Era of AI Quantitative Imaging,xtract reproducible and accurate imaging biomarkers through image acquisition and reconstruction, image harmonization, image synthesis for data augmentation, image segmentation, extraction of deep features, models for prediction of clinical endpoints, and integration of imaging, clinical, biological