연구업적 및 과제성과

YoungWook Kwon*, WanSoo Kim*, SuMin Oh, and HyunJin Kim, "DoTCoM: High-Performance Mobile Vision Transformers with Co-Bias," Multimedia Tools and Applications (Under Review)

Wansoo Kim, HyunJin Kim, Alberto A. Del Barrio, "SPBNet: 1-D Spatial Attention is Better in Binarized Convolutional Neural Networks," Neurocomputing (Under Review)

YoungWook Kwon*, SuMin Oh*, HyunJin Kim, "Recognition and Ranking using Similarity on Defective Wafer Bin Maps," The International Journal of Advanced Manufacturing Technology (Under Revision)

YoungWook Kwon, Sejin Kwon, HyunJin Kim, "Retaining Representational Capacity with Channel Quadrupling and Smooth Downsampling in Binarized Convolutional Neural Networks," International Conference on Machine Learning (Under Review)

SuMin Oh, HyunJin Kim, "POG: Parameter Optimization using Graph Neural Networks on Reinforcement Learning," Design Automation Conference (Under Review)

SuMin Oh, HyunJin Kim, "Self-Motivated Agents for Analog Circuit Optimization via Intrinsic Reward," Design Automation Conference (Under Review)

Min Kee Chang, HyunJin Kim, Alberto A. Del Barrio, "Posit adders and multipliers with variable input and output exponent sizes." IEEE Trans. on Circuits and Systems II-Express Brief, Special Issue on ISICAS 2025 (Under Review)

YoungWook Kwon*, WanSoo Kim*, HyunJin Kim, "A lightweight real-time semantic segmentation model deployable from Edge to GPU," Neurocomputing (Under Review)

YoungWook Kwon*, WanSoo Kim*, HyunJin Kim, "HARD: Hardware-Aware lightweight Real-time semantic segmentation model Deployable from Edge to GPU," Asian Conference on Computer Vision 2024, https://doi.org/10.1007/978-981-96-0963-5_15, Lecture Notes in Computer Science, vol. 15478. Springer Singapore, pp. 3552~3569, Dec 8, 2024.

1. 오수민, 김현진, "강화학습 에이전트의 내재적 동기부여를 통한 파라미터 최적화 방법," N_2280, KCS 2025. (Best Poster Award, JSTS Submission Recommendation) 

2. 신지수, 김현진, "Vit-PatchCore: Transformer를 활용한 패치 기반 이상 탐지," KCS 2025. 

3. 한지석, 유석호, "이미지 매칭 알고리즘을 통한 웨이퍼 결함 패턴 검색에 대한 연구, KCS 2025.

4. 임예은, 유석호, 양희준, "저사양 device에서 Anchor Box 조정에 따른 Object Detection 개선 연구." KCS 2025. 

5. HyunJin Kim, Young Wook Kwon, Wansoo Kim, METHOD AND APPARATUS FOR SEMANTIC SEGMENTATION (시맨틱 세그멘테이션 방법 및 장치), 10-2024-0192389, 2024.12.20 (Under Application).

6. HyunJin Kim, Young Wook Kwon, Wansoo Kim, Su Min Oh, APPARATUS OF VISION TRANSFORMER (비전 트랜스포머 장치), 10-2025-0005313, 2025.01.14 (Under Application).

7. MinKee Chang, HyunJin Kim, METHOD FOR PROCESSING POSIT DATA AND APPARATUS THEREOF (포짓 데이터 처리 방법 및 장치), 10-2025-0035916, 2025.03.20 (Under Application).

8. HyunJin Kim, Su Min Oh, METHOD FOR SEARCHING CIRCUIT PARAMETER USING REINFORCEMENT LEARNING AND APPARATUS THEREOF (강화 학습을 이용한 회로의 파라미터 탐색 방법 및 장치), 10-2025-0022502, 2025.02.20 (Under Application).

9. HyunJin Kim, Wansoo Kim, Su Min Oh, METHOD FOR GENERATING INTRINSIC REWARDS IN REINFORCEMENT LEARNING AND APPARATUS THEREOF (강화학습에서의 내재적 보상 생성 방법 및 그 장치), 10-2025-0009055, 2025.01.21 (Under Application).