Accelerating Object Detection by Erasing Background Activations. - Byungseok Roh; Han-Cheol Cho; Myung-Ho Ju; Soon Hyung Pyo (CoRR, 2020)

Spatially Consistent Representation Learning. - Byungseok Roh; Wuhyun Shin; Ildoo Kim; Sungwoong Kim (CVPR, 2021)

Efficient Multilingual Multi-modal Pre-training through Triple Contrastive Loss. - Youhan Lee; Kyungtae Lim; Woonhyuk Baek; Byungseok Roh; Saehoon Kim (COLING, 2022)

Sparse DETR: Efficient End-to-End Object Detection with Learnable Sparsity. - Byungseok Roh; Jaewoong Shin; Wuhyun Shin; Saehoon Kim (ICLR, 2022)

Learning to Generate Text-Grounded Mask for Open-World Semantic Segmentation from Only Image-Text Pairs. - Junbum Cha; Jonghwan Mun; Byungseok Roh (CVPR, 2023)

MELTR: Meta Loss Transformer for Learning to Fine-tune Video Foundation Models. - Dohwan Ko; Joonmyung Choi; Hyeong Kyu Choi; Kyoung-Woon On; Byungseok Roh; Hyunwoo J. Kim (CVPR, 2023)

Large Language Models are Temporal and Causal Reasoners for Video Question Answering. - Dohwan Ko; Ji Soo Lee; Woo-Young Kang; Byungseok Roh; Hyunwoo Kim (EMNLP, 2023)

Noise-aware Learning from Web-crawled Image-Text Data for Image Captioning. - Wooyoung Kang; Jonghwan Mun; Sungjun Lee; Byungseok Roh (ICCV, 2023)

CXR-CLIP: Toward Large Scale Chest X-ray Language-Image Pre-training. - Kihyun You; Jawook Gu; Jiyeon Ham; Beomhee Park; Jiho Kim; Eun Kyoung Hong; Woonhyuk Baek; Byungseok Roh (MICCAI (2), 2023)

Open-Vocabulary Object Detection using Pseudo Caption Labels. - Han-Cheol Cho; Won Young Jhoo; Woo-Young Kang; Byungseok Roh (CoRR, 2023)

Large Language Models are Temporal and Causal Reasoners for Video Question Answering. - Dohwan Ko; Ji Soo Lee; Woo-Young Kang; Byungseok Roh; Hyunwoo J. Kim (CoRR, 2023)

Learning Pseudo-Labeler beyond Noun Concepts for Open-Vocabulary Object Detection. - Sunghun Kang; Junbum Cha; Jonghwan Mun; Byungseok Roh; Chang D. Yoo (CoRR, 2023)

Towards a Complete Benchmark on Video Moment Localization. - Jinyeong Chae; Donghwa Kim; Kwanseok Kim; Doyeon Lee; Sangho Lee; Seongsu Ha; Jonghwan Mun; Wooyoung Kang; Byungseok Roh; Joonseok Lee (AISTATS, 2024)

Honeybee: Locality-Enhanced Projector for Multimodal LLM. - Junbum Cha; Wooyoung Kang; Jonghwan Mun; Byungseok Roh (CVPR, 2024)

NICE: CVPR 2023 Challenge on Zero-shot Image Captioning. - Taehoon Kim; Pyunghwan Ahn; Sangyun Kim; Sihaeng Lee; Mark Marsden; Alessandra Sala; Seung Hwan Kim; Bohyung Han; Kyoung Mu Lee; Honglak Lee; Kyounghoon Bae; Xiangyu Wu; et al. (CVPR Workshops, 2024)

CheX-GPT: Harnessing Large Language Models for Enhanced Chest X-ray Report Labeling. - Jawook Gu; Han-Cheol Cho; Jiho Kim; Kihyun You; Eun Kyoung Hong; Byungseok Roh (CoRR, 2024)

LM-SPT: LM-Aligned Semantic Distillation for Speech Tokenization. - Daejin Jo; Jeeyoung Yun; Byungseok Roh; Sungwoong Kim (CoRR, 2025)