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A list of all the posts and pages found on the site. For you robots out there, there is an XML version available for digesting as well.
Pages
Posts
Zero-Shot Fall Detection - Leveraging Text Prompt in Vision-Language Models
Dates:
2023 산학 프로젝트 챌린지 본선 1차 진출
Food Calorie Estimation
Dates:
portfolio
C-2022-036602 (소프트웨어등록)
단일 파노라마 입력의 실내 공간 레이아웃 복원 모델 경량화
publications
A Survey on Efficient Convolutional Neural Networks and Hardware Acceleration
Published in Electronics 2022, 11(6), 945; https://doi.org/10.3390/electronics11060945, 2022
In this review, to improve the efficiency of deep learning research, we focus on three aspects: quantized/binarized models, optimized architectures, and resource-constrained systems.
단일 파노라마 입력의 실내 공간 레이아웃 복원 모델 경량화 [KCI]
Published in Journal of Institute of Control, Robotics and Systems (ICROS), 2022
In this paper, we present a lightweight deep learning model for room layout estimation. In contrast to the baseline method that uses a combination of a typical residual network (ResNet) and long short-term memory (LSTM) as its principal architecture, we focus on the use of a platform-aware neural architecture search for mobile applications (MnasNet) and a gated recurrent unit (GRU) instead of conventional LSTM.
Lightweight Room Layout Estimation using a Single Panoramic Image
Published in 2022 22nd International Conference on Control, Automation and Systems (ICCAS), 2022
In this paper, we suggest a lightweight deep representation for room layout estimation using a single panoramic image.
A Study of Structure Pruning for Hybrid Neural Networks
Published in 2024 24th International Conference on Control, Automation and Systems (ICCAS), 2024
In this paper, we explore the impact of structure pruning on model compression. Structured pruning, which removes specific structures within the model such as entire neurons, channels, or filters in convolutional neural networks, targets particular elements for removal.
One-Cycle Structured Pruning via Stability-Driven Subnetwork Search
Published in The IEEE/CVF Winter Conference on Applications of Computer Vision 2026 (WACV), 2025
The key idea is to identify the optimal sub-network early in training, guided by norm-based group saliency criteria and structured sparsity regularization. We further introduce a novel pruning indicator that determines the stable pruning epoch by measuring the similarity between evolving sub-networks across consecutive epochs. The group sparsity regularization accelerates pruning, further reducing training time.
talks
Talk 1 on Relevant Topic in Your Field
Dates:
This is a description of your talk, which is a markdown file that can be all markdown-ified like any other post. Yay markdown!
Conference Proceeding talk 3 on Relevant Topic in Your Field
Dates:
This is a description of your conference proceedings talk, note the different field in type. You can put anything in this field.
teaching
우수상
숭실 A3+ STAR 코딩 경진대회, AI 모빌리티사업단 of SoongSil University, 2021
장려상, Face Out : 얼굴 인식을 통한 사람 얼굴 모자이크 처리 웹
제 11회 숭실 캡스톤디자인 경진대회, SoongSil University, 2021
Face Recognition을 통해 지정된 사람을 제외한 다른 사람들의 얼굴을 모자이크 처리하는 웹 서비스 제작
장려상, Face Out : 얼굴 인식을 통한 사람 얼굴 모자이크 처리 웹
AI융합 경진대회, SoongSil University School of AI Convergence, 2021
Face Recognition을 통해 지정된 사람을 제외한 다른 사람들의 얼굴을 모자이크 처리하는 웹 서비스 제작
우수논문상, 단일 파노라마 입력의 실내 공간 레이아웃 복원 모델 경량화
졸업논문발표회, SoongSil University School of AI Convergence, 2021
We propose a method to lightweight the feature extraction network of HorizonNet by replacing ResNet and LSTM with MnasNet and GRU.
최우수상(ITTP 원장상), 차량용 객체복합 상태 인식
제 1회 자율주행 인공지능 챌린지, 과학기술정보통신부 / ETRI, kakao mobility, IITP, KADIF, 자율주행 DNA 기술포럼, 2024
차량용 객체복합 상태 인식 - 주행환경의 차량/버스의 분류(Agent), 의미론적 위치(Location), 후미등 상태(State)를 인식하는 동시에 Instance Segmentation을 진행.
4th, Track1 - Image classification for different lighting conditions and styles
2025 IEEE LOW-POWER COMPUTER VISION CHALLENGE, 2025 CVPR Workshop, 2025