Bumsoo Kim

Research Scientist at LG AI Research

bumsoo.kim [at] lgresearch [dot] ai
Google Scholar / Github / LinkedIn

About

I am a research scientist in the Vision Lab at LG AI Research. My research area covers building efficient pipelines for Scene Understanding and Multi-modal representation learning. During my PhD, I was fortunate to be advised by Jaewoo Kang and Hyunwoo J. Kim. Previously I worked at KakaoBrain, 3 months as a research intern (hosted by Eun-Sol Kim) and an year as a full-time research scientist.

Selected Publications

Expediting Contrastive Language-Image Pretraining via Self-distilled Encoders
Bumsoo Kim, Jinhyung Kim, Yeonsik Jo, Seung Hwan Kim
In AAAI 2024
[Paper] [arXiv] [Code] [Video]

Uncertainty-Guided SpatioTemporal Transformer for 3D Human Pose and Shape Estimation on Videos
Minsoo Lee*, Hyunmin Lee*, Bumsoo Kim†, Seung Hwan Kim†
In WACV 2024, Oral Presentation (Top 2.5%)
[Paper] [arXiv] [Code] [Video]

Misalign, Contrast then Distill: Rethinking Misalignments in Language-Image Pretraining
Bumsoo Kim, Yeonsik Jo, Jinhyung Kim, Seung Hwan Kim
In ICCV 2023
[Paper] [arXiv] [Code] [Video]

UniCLIP: Unified Framework for Contrastive Language-Image Pre-training
Janghyeon Lee*, Jongsuk Kim*, Hyounguk Shon, Bumsoo Kim, Seung Hwan Kim, Honglak Lee, Junmo Kim
In NeurIPS 2022
[Paper] [arXiv] [Code] [Video]

MSTR: Multi-Scale Transformer for End-to-End Human-Object Interaction Detection
Bumsoo Kim, Jonghwan Mun, Kyoung-Woon On, Minchul Shin, Junhyun Lee, Eun-Sol Kim
In CVPR 2022
[Paper] [arXiv] [Code] [Video]

HOTR: End-to-End Human-Object Interaction Detection with Transformers
Bumsoo Kim, Junhyun Lee, Jaewoo Kang, Eun-Sol Kim, Hyunwoo J. Kim
In CVPR 2021, Oral Presentation (Top 4%)
[Paper] [arXiv] [Code] [Video]

UnionDet: Union-Level Detector Towards Real-Time Human-Object Interaction Detection
Bumsoo Kim*, Taeho Choi*, Jaewoo Kang, Hyunwoo J. Kim
In ECCV 2020
[Paper] [arXiv] [Code] [Video]

News

2023.12 1 paper (ECLIPSE) accepted to AAAI 2024.
2023.10 1 paper (UNSPAT) accepted to WACV 2024 as Oral Presentation!
2023.07 1 paper (MCD) accepted to ICCV 2023.

2022.09 1 paper (UniCLIP) accepted to NeurIPS 2022.
2022.03 Started working as a Research Scientist in Vision Lab at LG AI Research.
2022.02 1 paper (MSTR) accepted to CVPR 2022.

2021.02 1 paper (HOTR) accepted to CVPR 2021 as Oral Presentation!

2020.11 Started working as a Research Scientist in Video Intelligence Team at KakaoBrain.
2020.08 Started Internship at KakaoBrain (Host: Eun-Sol Kim).
2020.07 1 paper (UnionDet) accepted to ECCV 2020.