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Kwonyoung Kim

3 accepted papers

2025

Faster Parameter-Efficient Tuning with Token Redundancy Reduction

CVPR 2025poster

Parameter-efficient tuning (PET) aims to transfer pre-trained foundation models to downstream tasks by learning a small number of parameters. Compared to traditional fine-tuning, which updates the entire model, PET significantly reduces storage and transfer costs for each task regardless of exponent…

2024

Improving Visual Recognition with Hyperbolical Visual Hierarchy Mapping

CVPR 2024poster

Visual scenes are naturally organized in a hierarchy where a coarse semantic is recursively comprised of several fine details. Exploring such a visual hierarchy is crucial to recognize the complex relations of visual elements leading to a comprehensive scene understanding. In this paper we propose a…

2022

PointFix: Learning to Fix Domain Bias for Robust Online Stereo Adaptation

ECCV 2022poster

"Online stereo adaptation tackles the domain shift problem, caused by different environments between synthetic (training) and real (test) datasets, to promptly adapt stereo models in dynamic real-world applications such as autonomous driving. However, previous methods often fail to counteract partic…