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基于层次图像分解和图挖掘的年龄相关性黄斑变性图像分类Image Classification for Age-related Macular Degeneration Screening using Hierarchical Image Decompositions and Graph Mining |
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| 课程网址: | http://videolectures.net/ecmlpkdd2011_ahmad_hijazi_classification... |
| 主讲教师: | Mohd Hanafi Ahmad Hijazi |
| 开课单位: | 利物浦大学 |
| 开课时间: | 信息不详。欢迎您在右侧留言补充。 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | Age-related Macular Degeneration (AMD) is the most common cause of adult blindness in the developed world. This paper describes a new image mining technique to perform automated detection of AMD from colour fundus photographs. The technique comprises a novel hierarchical image decomposition mechanism founded on a circular and angular partitioning. The resulting decomposition is then stored in a tree structure to which a weighted frequent sub-tree mining algorithm is applied. The identified sub-graphs are then incorporated into a feature vector representation (one vector per image) to which classification techniques can be applied. The results show that the proposed approach performs both efficiently and accurately. |
| 关 键 词: | 年龄相关性黄斑变性; 图像挖掘技术; 分层图像分解机制 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2019-11-17：cwx |
| 阅读次数: | 48 |