Donghwa Kim

I'm a software engineer at Samsung Research. I got my M.S degree from Graduate School of Data Science (GSDS) at Seoul National University. I was advised by Professor Joonseok Lee, as a member of Visual Information Processing Lab (VIPLab). Prior to my graduate studies, I majored in astronomy and minored in physics.

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Research

I'm interested in computer vision, multimodal representation learning, foundation models. Most of my research is about analyzing existing mulimodal model and improving its application capabilities.

We propose a simple but powerful data augmentation method which augments a training image into a mosaic with three other negative images carefully curated by a pretrained multimodal alignment model, e.g., CLIP, to make the sample more challenging.

We conduct an extensive benchmark study to measure the performance of representative methods on widely used 7 datasets, while posing additional research questions and empirically verify them.

This page is a fork of Jon Barron's. Thank you for sharing :)