Subin Kim

Graduate student at KAIST

KAIST AI

subin-kim [AT] kaist.ac.kr

About

I am a graduate student at Algorithmic Intelligence Laboratory (ALIN-LAB), advised by Prof. Jinwoo Shin at Korea Advanced Institute of Science and Technology (KAIST). I received my B.S. in Electrical Engineering at KAIST in 2022.

The long-term goal of my research is to enhance the practicality of computer vision systems so that they can be widely used in real-world scenarios. To this end, I focus on (i) how to design architecture efficiently in terms of computation and memory by reflecting the character of each data signal and (ii) how to apply computer vision systems newly and variously in real-world applications. Currently, I am mainly interested in coordinate-based neural representations and also broadly interested in generative models.

Publications

Efficient Meta-Learning via Error-based Context Pruning for Implicit Neural Representations

Jihoon Tack, Subin Kim, Sihyun Yu, Jaeho Lee, Jinwoo Shin, Jonathan Richard Schwarz

preprint

Video Probabilistic Diffusion Models in Projected Latent Space

Sihyun Yu, Kihyuk Sohn, Subin Kim, Jinwoo Shin

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023

Scalable Neural Video Representations with Learnable Positional Features

Subin Kim*, Sihyun Yu*, Jaeho Lee, Jinwoo Shin

Conference on Neural Information Processing Systems (NeurIPS), 2022

Efficient Meta-Learning via Error-based Context Pruning for Implicit Neural Representations

Jihoon Tack, Subin Kim, Sihyun Yu, Jaeho Lee, Jinwoo Shin, Jonathan Richard Schwarz

preprint

Video Probabilistic Diffusion Models in Projected Latent Space

Sihyun Yu, Kihyuk Sohn, Subin Kim, Jinwoo Shin

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023

Scalable Neural Video Representations with Learnable Positional Features

Subin Kim*, Sihyun Yu*, Jaeho Lee, Jinwoo Shin

Conference on Neural Information Processing Systems (NeurIPS), 2022

Education

Korea Advanced Institute of Science and Technology (KAIST)Mar. 2022 - Present

Ph.D. Student in Artificial Intelligence

Korea Advanced Institute of Science and Technology (KAIST)Mar. 2017 - Feb. 2022

B.S. in Electrical Engineering

Experience

AI Research InternAug. 2021 - Feb. 2022

Upstage AI

Winter InternshipJan. 2020 - Feb. 2020

Samsung Electro-Mechanics