Mayo Clinic Low-Dose CT Dataset

该数据集包含了来自患者的重建低剂量CT切片，这些切片被用于AAPM低剂量CT的大挑战中。此外，该数据集专门用于提升低剂量CT扫描的质量。其规模包括4800个训练切片和1136个验证切片。所涉及的任务是图像条件生成，旨在去噪。

This dataset contains reconstructed low-dose CT slices from patients, which were utilized in the AAPM Low-Dose CT Grand Challenge. Furthermore, this dataset is specifically designed to enhance the quality of low-dose CT scans. It includes 4800 training slices and 1136 validation slices. The associated task is image-conditioned generation aimed at denoising.

搜集汇总

背景与挑战

背景概述

Mayo Clinic Low-Dose CT Dataset是一个用于评估低剂量CT图像去噪和迭代重建技术性能的数据集，包含临床腹部CT扫描和模拟低剂量数据。数据集分为训练集和测试集，旨在通过图像或投影域技术优化肝脏病变的检测效果，并已在挑战赛中验证了多种算法的表现。