Publications
Boldfaced names indicate VLL members † indicates equally contributed first authors * indicates corresponding author(s)
Disentangled Concepts Speak Louder Than Words: Explainable Video Action Recognition
Jongseo Lee, Wooil Lee, Gyeong-Moon Park*, Seong Tae Kim* and Jinwoo Choi*
To appear in Proceedings of Neural Information Processing Systems (NeurIPS) Spotlight (3.5% acceptance rate), 2025
HERO-VQL: Hierarchical, Egocentric and Robust Visual Query Localization
Joohyun Chang†, Soyeon Hong†, Hyogun Lee†, Seong Jong Ha, Dongho Lee, Seong Tae Kim* and Jinwoo Choi*
To appear in The Thirty Sixth British Machine Vision Conference (BMVC) Oral (3.8% acceptance rate), 2025
CA2ST: Cross-Attention in Audio, Space, and Time for Holistic Video Recognition
Jongseo Lee†, Joohyun Chang†, Dongho Lee and Jinwoo Choi*
Accepted to IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2025. (Impact Factor 18.6, JCR top 1.1%)
ESSENTIAL: Episodic and Semantic Memory Integration for Video Class-Incremental Learning
Jongseo Lee†, Kyungho Bae†, Kyle Min, Gyeong-Moon Park*, Jinwoo Choi*
To appear in IEEE/CVF International Conference on Computer Vision (ICCV) Highlight (2.9% acceptance rate), 2025
PCBEAR: Pose Concept Bottleneck for Explainable Action Recognition
Jongseo Lee, Wooil Lee, Gyeong-Moon Park*, Seong Tae Kim* and Jinwoo Choi*
4th Explainable AI for Computer Vision (XAI4CV) Workshop, IEEE/CVF Computer Vision and Pattern Recognition (CVPR), Spotlight (16.7% acceptance rate) 2025
MASH-VLM: Mitigating Action-Scene Hallucination in Video-LLMs through Disentangled Spatial-Temporal Representations
Kyungho Bae, Jinhyung Kim, Sihaeng Lee, Soonyoung Lee, Gunhee Lee*, and Jinwoo Choi*
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Highlight (3.7% acceptance rate), 2025
Multi-Teacher Invariance Distillation for Domain-Generalized Action Recognition
Jongmin Shin, Abhishek Maiti, Yuliang Zou, Jinwoo Choi*
International Conference on Pattern Recognition (ICPR) Oral (8.8% acceptance rate), 2024
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DEVIAS: Learning Disentangled Video Representations of Action and Scene
Kyungho Bae†, Geo Ahn†, Youngrae Kim†, Jinwoo Choi*
European Conference on Computer Vision (ECCV) Oral (2.3% acceptance rate), 2024
Video Domain Adaptation for Semantic Segmentation using Perceptual Consistency Matching
Ihsan Ullah, Sion An, Myeongkyun Kang, Philip Chikontwe, Hyunki Lee, Jinwoo Choi and Sang Hyun Park*
Neural Networks (NN), Jul. 2024
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CAST: Cross-Attention in Space and Time for Video Action Recognition
Dongho Lee†, Jongseo Lee†, and Jinwoo Choi*
Proceedings of Neural Information Processing Systems (NeurIPS), 2023
Contrastive encoder pre-training-based clustered federated learning for heterogeneous data
Ye Lin Tun, Minh N.H. Nguyen, Chu Myaet Thwal, Jinwoo Choi, Choong Seon Hong*
Neural Networks, 2023
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Learning Representational Invariances for Data-Efficient Action Recognition
Yuliang Zou, Jinwoo Choi*, Qitong Wang, and Jia-Bin Huang
Computer Vision and Image Understanding (CVIU), 2023
Self-Supervised Cross-Video Temporal Learning for Unsupervised Video Domain Adaptation
Jinwoo Choi, Jia-Bin Huang, and Gaurav Sharma
International Conference on Pattern Recognition (ICPR), 2022.
PDF
Shuffle and Attend: Video Domain Adaptation
Jinwoo Choi, Gaurav Sharma, Samuel Schulter, and Jia-Bin Huang
European Conference on Computer Vision (ECCV), 2020. (26.4% acceptance rate)
Unsupervised and Semi-Supervised Domain Adaptation for Action Recognition from Drones
Jinwoo Choi, Gaurav Sharma, Manmohan Chandraker, and Jia-Bin Huang
Winter Conference on Applications of Computer Vision (WACV), 2020. (Oral presentation)
Why Can’t I Dance in the Mall? Learning to Mitigate Scene Bias in Action Recognition
Jinwoo Choi, Chen Gao, Joseph Messou, and Jia-Bin Huang
Proceedings of Neural Information Processing Systems (NeurIPS), 2019. (21.2% acceptance rate)
Robust Multi-Person Tracking for Real-Time Intelligent Video Surveillance
Jinwoo Choi, Daesung Moon, and Jang-Hee Yoo
ETRI Journal (SCI), 2015.
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Obscene Video Detection Using Multiple-Classifier Fusion
Jinwoo Choi, and Seungwan Han
Japan-Korea Joint Workshop on Frontiers of Computer Vision (FCV), 2015. (Oral presentation)
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The Visual Object Tracking VOT2014 Challenge Results
Matej Kristan et al. (including Jinwoo Choi),
European Conference on Computer Vision (ECCV) Workshop, 2014
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Real-Time Multi-Person Tracking in Fixed Surveillance Camera Environment
Jinwoo Choi, and Jang-Hee Yoo
IEEE International Conference on Consumer Electronics (ICCE), 2013.
PDF
Multiple Channel Division for Efficient Distributed Video Coding
Sang-Uk Park, Young-Yoon Lee, Jinwoo Choi, Chang-Su Kim, and Sang-Uk Lee
IEEE International Conference on Image Processing (ICIP), 2009.
PDF
Flexible Complexity Control between Encoder and Decoder for Video Coding
Jinwoo Choi, Sang-Uk Park, Chang-Su Kim, and Sang-Uk Lee
IEEE International Workshop on Multimedia Signal Processing (MMSP), 2009.
PDF
Efficient Distributed Video Coding Using Symmetric Motion Estimation and Channel Division
Sang-Uk Park, Jinwoo Choi, Chang-Su Kim, Sang-Uk Lee, Jung Won Kang, and Kyung Jun Lee
IEEE Pacific Rim Conference on Communications, Computers and Signal Processing, 2009.
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