.png){kind=icon}
返回
An Iterative Spanning Forest Framework for Superpixel Segmentation
.png){kind=icon}
OA
AI
DOI：10.1109/TIP.2019.2897941.png)
.png){kind=icon}
.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Superpixel segmentation has emerged as an important research problem in the areas of image processing and computer vision. In this paper, we propose a framework, namely Iterative Spanning Forest (ISF), in which improved sets of connected superpixels (supervoxels in 3D) can be generated by a sequence of image foresting transforms. In this framework, one can choose the most suitable combination of ISF components for a given application-i.e., 1) a seed sampling strategy; 2) a connectivity function; 3) an adjacency relation; and 4) a seed pixel recomputation procedure. The superpixels in ISF structurally correspond to spanning trees rooted at those seeds. We present five ISF-based methods to illustrate different choices for those components. These methods are compared with a number of state-of-the-art approaches with respect to effectiveness and efficiency. Experiments are carried out on several datasets containing 2D and 3D objects with distinct texture and shape properties, including a high-level application, named sky image segmentation. The theoretical properties of ISF are demonstrated in the supplementary material and the results show ISF-based methods rank consistently among the best for all datasets.
Keyword:
Image foresting transform
spanning forests
mixed seed sampling
connectivity function
superpixel/supervoxel segmentation
AI总结
对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。
期刊
IF:
13.7
论文数:
1.0W
被引数:
8.4W
机构
引用论文
Tinnitus Retraining Therapy (TRT) as a Method for Treatment of Tinnitus and Hyperacusis Patients耳鸣再训练疗法 (TRT) 作为治疗耳鸣和高亢患者的方法
PREAI
分享收藏Interclass testing of object oriented software.png)
Eighth IEEE International Conference on Engineering of Complex Computer Systems, 2002. Proceedings.OAAI
Eighth IEEE International Conference on Engineering of Complex Computer Systems, 2002. Proceedings.IF0
OAAI分享收藏Molecular epidemiology of Leptospira interrogans in Rattus norvegicus in Hanoi, VietnamActa Tropica
Acta TropicaIF0
PREAI
分享收藏分享收藏
查看更多内容