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Feb, 2020
基于计数级弱监督的人群计数方法
Towards Using Count-level Weak Supervision for Crowd Counting
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Yinjie Lei, Yan Liu, Pingping Zhang, Lingqiao Liu
TL;DR
本文旨在探讨利用计数级别注释,学习从少量定位级别注释中有效地训练模型的弱监督众包计数问题。 通过多个辅助任务的训练策略,构建规则来限制生成的密度图的自由度,这与直接回归密度图的积分到对象计数不足。实验证明,该技术优于现有的解决方案。
Abstract
Most existing
crowd counting
methods require object
location-level annotation
, i.e., placing a dot at the center of an object. While being simpler than the bounding-box or pixel-level annotation, obtaining this a
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