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May, 2024
通过几何结构一致性学习减轻噪声对应问题
Mitigating Noisy Correspondence by Geometrical Structure Consistency Learning
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Zihua Zhao, Mengxi Chen, Tianjie Dai, Jiangchao Yao, Bo han...
TL;DR
通过准确识别结构差异,使用几何结构一致性方法(GSC)推断真实对应关系并过滤掉噪声样本,以提高跨模态学习中的性能。
Abstract
noisy correspondence
that refers to mismatches in
cross-modal data
pairs, is prevalent on human-annotated or web-crawled datasets. Prior approaches to leverage such data mainly consider the application of
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