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Gilhyun Nam

2 accepted papers

2023

PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization

ICCV 2023poster

In a joint vision-language space, a text feature (e.g., from "a photo of a dog") could effectively represent its relevant image features (e.g., from dog photos). Also, a recent study has demonstrated the cross-modal transferability phenomenon of this joint space. From these observations, we propose…

Cited by 61PDFcodeScholar
2022

GCISG: Guided Causal Invariant Learning for Improved Syn-to-Real Generalization

ECCV 2022poster

"Training a deep learning model with artificially generated data can be an alternative when training data are scarce, yet it suffers from poor generalization performance due to a large domain gap. In this paper, we characterize the domain gap by using a causal framework for data generation. We assum…

Cited by 3SourcePDFScholar