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Sep, 2023
评估目标检测中的不确定性校准的理论和实践框架
A Theoretical and Practical Framework for Evaluating Uncertainty Calibration in Object Detection
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Pedro Conde, Rui L. Lopes, Cristiano Premebida
TL;DR
本研究提出了一个理论和实践框架,用于评估不确定性校准的对象检测系统,通过一系列的实验表明了所提出的不确定性校准度量的稳健性。
Abstract
The proliferation of
deep neural networks
has resulted in
machine learning
systems becoming increasingly more present in various real-world applications. Consequently, there is a growing demand for highly reliabl
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