Search Results for author: Yeong-Joon Ju

Found 4 papers, 4 papers with code

MIRe: Enhancing Multimodal Queries Representation via Fusion-Free Modality Interaction for Multimodal Retrieval

2 code implementations13 Nov 2024 Yeong-Joon Ju, Ho-Joong Kim, Seong-Whan Lee

Recent multimodal retrieval methods have endowed text-based retrievers with multimodal capabilities by utilizing pre-training strategies for visual-text alignment.

Image Comprehension Information Retrieval +2

Explaining generative diffusion models via visual analysis for interpretable decision-making process

1 code implementation16 Feb 2024 Ji-Hoon Park, Yeong-Joon Ju, Seong-Whan Lee

To address this issue, we propose the three research questions to interpret the diffusion process from the perspective of the visual concepts generated by the model and the region where the model attends in each time step.

Decision Making Denoising

NeuroInspect: Interpretable Neuron-based Debugging Framework through Class-conditional Visualizations

1 code implementation11 Oct 2023 Yeong-Joon Ju, Ji-Hoon Park, Seong-Whan Lee

We validate the effectiveness of our framework by addressing false correlations and improving inferences for classes with the worst performance in real-world settings.

counterfactual Decision Making +1

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