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Sep, 2023
重复标注在目标检测中绘制相同边界框两次的处理方法
Drawing the Same Bounding Box Twice? Coping Noisy Annotations in Object Detection with Repeated Labels
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David Tschirschwitz, Christian Benz, Morris Florek, Henrik Norderhus, Benno Stein...
TL;DR
本文提出了一种新颖的定位算法,将联合定位和分类任务转化为仅分类问题,从而实现了基于期望最大化(EM)或多数投票(MJV)等技术的应用,并在测试数据的唯一真值聚合方面展示了优异性能。
Abstract
The reliability of
supervised machine learning systems
depends on the accuracy and availability of ground truth labels. However, the process of human annotation, being prone to error, introduces the potential for
noisy
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