计算机科学
Python(编程语言)
迭代重建
工具箱
人工智能
可微函数
抽象
深度学习
计算机工程
计算机视觉
并行计算
程序设计语言
数学
数学分析
哲学
认识论
作者
Guanhua Wang,Neel Shah,Zhu Kexin,Douglas C. Noll,Jeffrey A. Fessler
摘要
MIRTorch (Michigan Image Reconstruction Toolbox for PyTorch) is an image reconstruction toolbox implemented with native Python/PyTorch. It provides fast iterative and data-driven image reconstruction on both CPUs and GPUs. Researchers can rapidly develop new model-based and learning-based methods (i.e., unrolled neural networks) with its convenient abstraction layers. With the full support of auto-differentiation, one may optimize imaging protocols, such as sampling patterns and image reconstruction parameters with gradient-based methods.
科研通智能强力驱动
Strongly Powered by AbleSci AI