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Kilho Son

5 accepted papers

2023

Learning Customized Visual Models With Retrieval-Augmented Knowledge

CVPR 2023highlight

Image-text contrastive learning models such as CLIP have demonstrated strong task transfer ability. The high generality and usability of these visual models is achieved via a web-scale data collection process to ensure broad concept coverage, followed by expensive pre-training to feed all the knowle…

2023

TextManiA: Enriching Visual Feature by Text-driven Manifold Augmentation

ICCV 2023poster

We propose TextManiA, a text-driven manifold augmentation method that semantically enriches visual feature spaces, regardless of class distribution. TextManiA augments visual data with intra-class semantic perturbation by exploiting easy-to-understand visually mimetic words, i.e., attributes. This w…

Cited by 10PDFScholar
2016

Learning to remove multipath distortions in Time-of-Flight range images for a robotic arm setup

ICRA 2016

Range images captured by Time-of-Flight (ToF) cameras are corrupted with multipath distortions due to interaction between modulated light signals and scenes. The interaction is often complicated, which makes a model-based solution elusive. We propose a learning-based approach for removing the multip

Cited by 42SourceScholar