06
Research Areas
60+
Publications
12
Active Researchers

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Latest Publications

Improving Data-Free Quantization with Confidence-Guided Data Synthesis
ICT Express

Improving Data-Free Quantization with Confidence-Guided Data Synthesis

AuthorsDeok-Woong Kim, and Seung-Hwan Bae*
April 2026
MVLM: Template-Free Tracking via Vision–Language Margin Confidence and Memory-Gated Tracking
CVPR Top-tier

MVLM: Template-Free Tracking via Vision–Language Margin Confidence and Memory-Gated Tracking

AuthorsDae-Hyeon Park, Mina Baek, Jeong-Hun Ha, Chan-Seop Park, Jamshidjon Ganiev, and Seung-Hwan Bae*
June 2026
Gated Side Adapters with Memory-efficient Fine Tuning for RGB-T Tracking
ICT Express

Gated Side Adapters with Memory-efficient Fine Tuning for RGB-T Tracking

AuthorsDae-Hyeon Park, Mina Baek, and Seung-Hwan Bae*
April 2026
Neural-NGBoost: Natural Gradient Boosting with Neural Network Base Learners
ICT Express

Neural-NGBoost: Natural Gradient Boosting with Neural Network Base Learners

AuthorsJamshidjon Ganiev, Deok-Woong Kim, and Seung-Hwan Bae*
October 2025
A New Multi-Source Light Detection Benchmark and Semi-Supervised Focal Light Detection
NeurIPS Top-tier

A New Multi-Source Light Detection Benchmark and Semi-Supervised Focal Light Detection

AuthorsJae-Yong Baek, Yong-Sang Yoo, and Seung-Hwan Bae*
December 2024
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Vision & Learning Laboratory
Current Research
About Research
Welcome to the Vision and Learning laboratory at Inha University.
Vision and Learning laboratory mainly focuses on cutting-edge computer vision and machine learning technology for object perception, visual understanding, and scene analysis. In particular, we mainly focus on developing algorithms for object tracking, detection, image forensic and recognition from images and videos which can be applied for CCTV, cameras, and mobile devices.
NOTICE: We are looking for highly motivated undergraduate, M.S., and Ph.D. students.
(컴퓨터 비전, 머신 러닝, 딥러닝에 관심 있는 학사, 석사, 박사 연구원을 모집합니다. 관심있는 분은 연락 바랍니다.)