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PhD Students

Master Students

Publication (Recent)

1. Jaemin Na, Heechul Jung, Hyung Jin Chang, and Wonjun Hwang, "Bridging Domain Spaces for Unsupervised Domain Adaptation",  Pattern Recognition (IF: 7.5)

2. Jun-Hyun Bae, Minho Lee, and Heechul Jung, "Adaptive Bias Discovery for Learning Debiased Classifier", ACCV 2024).

3. Seongho Jeong and Heechul Jung, "Contrastive Self-supervised Learning via Minimizing Distance between Cosine Similarities of Negative Pair", Neurips Workshop, Self-Supervised Learning: Theory and Practice, 2022.

4. Ju, Jeongwoo, Heechul Jung, and Junmo Kim, "Extending Contrastive Learning to Unsupervised Redundancy Identification" Applied Sciences 12, no. 4: 2201. https://doi.org/10.3390/app12042201, 2022. (IF: 2.838)

5. Jeongwoo Ju*, Heechul Jung*, Yoonju Oh, and Junmo Kim, "Extending Contrastive Learning to Unsupervised Coreset Selection", IEEE Access (IF: 3.367), 2022.

6. Heechul Jung, Yoonju Oh, Seongho Jeong, Chaehyeon Lee, and Taegyun Jeon, "Contrastive Self-supervised Learning with Smoothed Representation for Remote Sensing", IEEE Geoscience and Remote Sensing Letters (IF: 5.343, JCR: Top 12.07%), Vol. 19, 8010105, 2022.

7. Jaemin Na, Heechul Jung, Hyung Jin Chang, and Wonjun Hwang, "FixBi: Bridging Domain Spaces for Unsupervised Domain Adaptation", CVPR 2021 (acceptance rate: 23.7%).

8. Heechul Jung, Taegyun Jeon, "Self-supervised Learning with Randomized Layers for Remote Sensing", IET Electronics Letters (IF: 1.314), Pages 249-251, Volume 57, Issue 6, 2021.

Patent

1. "어텐션 헤드별 매개변수 선택 및 특징맵 게이팅을 통한 클래스 점진 학습 기법", 가출원, 10-2024-0176891, Dec. 02, 2024.

2. "적응형 편향 탐지를 통한 인공신경망의 편향 영향을 제거하는 장치 및 방법", 출원, 10-2024-0201212, Dec. 30, 2024.

3. "평생 학습 장치를 이용한 데이터 레이블링 시스템 및 방법", 출원, 10-2023-0084777, Jun. 30, 2023.

4. "기존 태스크의 레이블 정보를 활용하여 비지도 기반의 새로운 태스크를 점진적으로 학습하는 자기 지도 평생 학습 방법 및 장치", 출원, 10-2023-0036806, Mar. 21, 2023. 

Research Project

1. "지도 및 비지도 학습 기반의 Continual Learning 코어 알고리즘 및 응용 연구", NRF (지역대학우수과학자지원사업), June 2023 - May 2028.