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Oct, 2022
生成模型合成数据是否可以用于图像识别?
Is synthetic data from generative models ready for image recognition?
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Ruifei He, Shuyang Sun, Xin Yu, Chuhui Xue, Wenqing Zhang...
TL;DR
本文针对最新的文本到图像生成模型产生高保真类照片的现象进行了研究,详细探讨了这些合成图像在识别任务中的可行性和应用前景,并提出了针对数据缺乏情况和大规模模型预训练的综合应用策略。
Abstract
Recent
text-to-image generation
models have shown promising results in generating high-fidelity
photo-realistic images
. Though the results are astonishing to human eyes, how applicable these generated images are
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