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Jin Hyeon Kim

3 accepted papers

2026

Text-Aware Image Restoration with Diffusion Models

ICLR 2026poster

While diffusion models have achieved remarkable success in natural image restoration, they often fail to faithfully recover textual regions, frequently producing plausible yet incorrect text-like patterns, a phenomenon we term text-image hallucination. To address this limitation, we propose Text-Awa…

Cited by 0SourcecodeScholar
2025

Cross-View Completion Models are Zero-shot Correspondence Estimators

CVPR 2025highlight

In this work, we analyze new aspects of cross-view completion, mainly through the analogy of cross-view completion and traditional self-supervised correspondence learning algorithms. Based on our analysis, we reveal that the cross-attention map of Croco-v2, best reflects this correspondence informat…

Cited by 2SourcePDFScholar
2025

First Attentions Last: Better Exploiting First Attentions for Efficient Parallel Training

NeurIPS 2025poster

As training billion-scale transformers becomes increasingly common, employing multiple distributed GPUs along with parallel training methods has become a standard practice. However, existing transformer designs suffer from significant communication overhead, especially in Tensor Parallelism (TP), wh…

Cited by 0SourceScholar