图 书 馆
一种分析评价随机游动的通用分割算法A general purpose segmentation algorithm using analytically evaluated random walks |
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| 课程网址: | http://videolectures.net/gbr07_grady_gpsa/ |
| 主讲教师: | Leo Grady |
| 开课单位: | 西门子公司 |
| 开课时间: | 2007-07-11 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | An ideal segmentation algorithm could be applied equally to the problem of isolating organs in a medical volume or to editing a digital photograph without modifying the algorithm, changing parameters, or sacrificing segmentation quality. However, a general-purpose, multiway segmentation of objects in an image/volume remains a challenging problem. In this talk, I will describe a recently developed approach to this problem that inputs a few training points from a user (e.g., from mouse clicks) and produces a segmentation by computing the probabilities that a random walker leaving unlabeled pixels/voxels will first strike the training set. By exact mathematical equivalence with a problem from potential theory, these probabilities may be computed analytically and deterministically. The algorithm is developed on an arbitrary, weighted, graph/mesh in order to maximize the broadness of application. I will illustrate the use of this approach with examples from several segmentation problems (without modifying the algorithm or the single free parameter), compare this algorithm to other approaches and discuss the theoretical properties that describe its behavior. |
| 关 键 词: | 分割算法; 编辑数字; 改变参数 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2021-05-15：yumf |
| 阅读次数: | 83 |