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Apr, 2023
名称背后的含义:超越图像识别分类指数
What's in a Name? Beyond Class Indices for Image Recognition
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Kai Han, Yandong Li, Sagar Vaze, Jie Li, Xuhui Jia
TL;DR
本论文使用非参数方法建立图像之间的关系,设计出一种基于视觉语言模型的图像分类方法,使模型在图像分类问题上能更好地解决零样本和半监督问题,将语义信息映射到图像分类上,并在ImageNet数据集中取得了约50%的性能提升。
Abstract
Existing
machine learning
models demonstrate excellent performance in image
object recognition
after training on a large-scale dataset under full supervision. However, these models only learn to map an image to a
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