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Apr, 2024
计算机视觉中知识蒸馏的综述
A Comprehensive Review of Knowledge Distillation in Computer Vision
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Sheikh Musa Kaleem, Tufail Rouf, Gousia Habib, Tausifa jan Saleem, Brejesh Lall
TL;DR
知识蒸馏是一种将复杂模型压缩为更小更简单的技术，本论文综述了知识蒸馏的原理、技术和在计算机视觉领域的应用，并专注于探讨知识蒸馏的好处以及提高其有效性所需克服的问题。
Abstract
deep learning
techniques have been demonstrated to surpass preceding cutting-edge machine learning techniques in recent years, with
computer vision
being one of the most prominent examples. However,
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