文件名称:
Topology-Preserving Deep Image Segmentation.pdf
开发工具:
文件大小: 2mb
下载次数: 0
上传时间: 2020-03-05
详细说明：Topology-Preserving Deep Image Segmentation
Segmentation algorithms are prone to make topological errors on fine-scale structures,
e.g., broken connections. We propose a novel method that learns to segment
with correct topology. In particular, we design a continuous-valued loss function
that enforces a segmentation to have the same topology as the ground truth, i.e.,
having the same Betti number. The proposed topology-preserving loss function
is differentiable and we incorporate it into end-to-end training of a deep neural
network. Our method achieves much better performance on the Betti number error,
which directly accounts for the topological correctness. It also performs superiorly
on other topology-relevant metrics, e.g., the Adjusted Rand Index and the Variation
of Information. We illustrate the effectiveness of the proposed method on a broad
spectrum of natural and biomedical datasets.
(系统自动生成,下载前可以参看下载内容)
下载文件列表
相关说明
- 本站资源为会员上传分享交流与学习,如有侵犯您的权益,请联系我们删除.
- 本站是交换下载平台，提供交流渠道，下载内容来自于网络，除下载问题外，其它问题请自行百度。
- 本站已设置防盗链，请勿用迅雷、QQ旋风等多线程下载软件下载资源，下载后用WinRAR最新版进行解压.
- 如果您发现内容无法下载，请稍后再次尝试；或者到消费记录里找到下载记录反馈给我们.
- 下载后发现下载的内容跟说明不相乎，请到消费记录里找到下载记录反馈给我们，经确认后退回积分.
- 如下载前有疑问，可以通过点击"提供者"的名字，查看对方的联系方式，联系对方咨询.
