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    • 34. 发明申请
    • Fast parametric non-rigid image registration based on feature correspondences
    • 基于特征对应的快速参数非刚性图像配准
    • US20050249434A1
    • 2005-11-10
    • US11099143
    • 2005-04-05
    • Chenyang XuXiaolei HuangYiyong Sun
    • Chenyang XuXiaolei HuangYiyong Sun
    • G06K9/00G06K9/32G06K9/64
    • G06K9/6211
    • A method and system for non-rigidly registering a fixed to a moving image utilizing a B-Spline based free form deformation (FFD) model is disclosed. The methodology utilizes sparse feature correspondences to estimate an elastic deformation field in a closed form. In a multi-resolution manner, the method is able to recover small to large non-rigid deformations. The resulting deformation field is globally smooth and guarantees one-to-one mapping between the images being registered. The method generally comprises the steps of: detecting feature points on the fixed image and feature points on the moving image; assigning a feature vector to each feature point; calculating the dissimilarity of each pair of feature vectors for feature pairs on the fixed image and the moving image; calculating the correspondence between feature pairs based on the dissimilarity measure; solving for a dense deformation field P using a closed form FFD model; and transforming the moving image and the feature points on the moving image using a current FFD deformation field estimate.
    • 公开了一种使用B-Spline的自由形状变形(FFD)模型非固定地将固定到运动图像上的方法和系统。 该方法利用稀疏特征对应来估计封闭形式的弹性变形场。 以多分辨率方式,该方法能够恢复小到大的非刚性变形。 所产生的变形场全局平滑,并保证要注册的图像之间的一对一映射。 该方法通常包括以下步骤:检测固定图像上的特征点和运动图像上的特征点; 向每个特征点分配特征向量; 计算固定图像和运动图像上特征对的每对特征向量的不相似性; 基于不相似度计算特征对之间的对应关系; 使用封闭形式的FFD模型求解致密变形场P; 以及使用当前FFD变形场估计来变换运动图像上的运动图像和特征点。