Perceptual AI LAB 👁️

International Journal/Conference

Cerberus: Attribute-based Person Re-identification Using Semantic IDs

Chanho Eom, Geon Lee, Kyunghwan Cho, Hyeonseok Jung, Moonsub Jin and Bumsub Ham

Expert Systems with Applications (ESWA) (ISSN: 0957-4174)

vol. 259, no. 1, pp. 125320-125333, Jan. 2025

SCI Top 7%, Impact Factor = 7.5

[Paper] [arXiv]

Disentangled Representations for Short-Term and Long-Term Re-Identification

Chanho Eom, Wonkyung Lee, Geon Lee, and Bumsub Ham

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) (ISSN: 0162-8828)

vol. 44, no. 12, pp. 8975-8991, Dec. 2022

SCI Top 1%, Impact Factor = 24.314

[Paper] [arXiv] [Project page ]

Bi-directional Contrastive Learning for Domain Adaptive Semantic Segmentation

Geon Lee, Chanho Eom, Wonkyung Lee, Hyekang Park, and Bumsub Ham

European Conference on Computer Vision (ECCV), Oct. 2022

CV Top-tier Conference, h5-index = 186

[Paper] [arXiv] [Project page] [Code]

Video-based Person Re-identification with Spatial and Temporal Memory Networks

Chanho Eom, Geon Lee, Junghyup Lee, and Bumsub Ham

IEEE/CVF International Conference on Computer Vision (ICCV), Oct. 2021

CV Top-tier Conference, h5-index = 184

[Paper] [arXiv] [Project page] [Code] [Video]

Temporally Consistent Depth Prediction with Flow-Guided Memory Units

Chanho Eom, Hyunjong Park and Bumsub Ham

IEEE Transactions Intelligent Transportation Systems (TITS) (ISSN: 1524-9050)

vol. 21, no. 11, pp. 4626-4636, Nov. 2020

SCI Top 3%, Impact Factor = 6.492

[Paper] [arXiv] [Project page ] [Code] [Demo]

Learning Disentangled Representation for Robust Person Re-identification

Chanho Eom and Bumsub Ham

Neural Information Processing Systems (NeurIPS), Dec. 2019

🏆 NeurIPS Travel Award

AI Top-tier Conference, h5-index = 198

[Paper] [arXiv] [Project page ] [Code] [NAVER AI Tech Talk]

Domestic Journal/Conference

2022

Domain Adaptive Semantic Image Segmentation Using Pixel-Prototype Contrastive Learning

(픽셀-프로토타입 대조 학습을 이용한 도메인 적응형 시멘틱 영상 분할)

Geon Lee, Chanho Eom, Hyekang Park, and Bumsub Ham

Workshop on Image Processing and Image Understanding (IPIU), Feb. 2022

2021

Spatiotemporal Memory Network for Video-based Person Re-Identification

(시공간 메모리 네트워크를 이용한 동영상 기반 사람 재식별)

Chanho Eom, Geon Lee, Junghyup Lee, and Bumsub Ham

IEIE Conference on AI Signal Processing, Sep. 2021

Patents

[International]

US18799660, Aug. 08, 2024. (Application)
- (🇺🇸) Dynamic Supernet Learning Apparatus and Method for Neural Architecture Search
- Bumsub Ham (40), Jeimin Jeon (20), Youngmin Oh (8), Junghyup Lee (8), Donghyeon Baek (8), Dohyung Kim (8), Chanho Eom (8)
US18635249, Apr, 15, 2024. (Application)
- (🇺🇸) Method and Apparatus for 3D Object Perception
- Dongwook Lee, Chanho Eom, Byungin Yoo, Hyunjeong Lee
US18134352, Apr. 13, 2023. (Application)
- (🇺🇸) Object Re-identification Apparatus and Method Thereof
- Hyuonseok Jung, Kyunghwan Cho, Moonsub Jin, Kyusang Choi, Bumsub Ham(13.4), Chanho Eom (11.7), Geon Lee (8.3)
US17977720, Oct. 31, 2022. (Application)
- (🇺🇸) Apparatus and Method for Re-identifying Objects
- Kyunghwan Cho, Moonsub Jin, Hyuonseok Jung, Bumsub Ham(13.4), Chanho Eom (11.7), Geon Lee (8.3)
PCT/KR2019/018413, Dec. 24, 2019. (Application)
- (🇺🇸) Device and Method for Estimating Depth of Monocular Video
- Bumsub Ham (40), Chanho Eom (35), Hyunjong Park (25)
US17003990, Aug. 27, 2020. (Application) / US11321556, May. 03, 2022. (Registraction)
- (🇺🇸) Person Re-identification Apparatus and Method
- Bumsub Ham (60), Chanho Eom (40)

[Domestic]

10-2024-0100942, Jul. 30, 2024 (Application)
- [KOR] 신경망 구조 탐색을 위한 동적 슈퍼넷 학습 장치 및 방법
- [ENG] Dynamic Supernet Learning Apparatus and Method for Neural Architecture Search
- 함범섭 (40), 전제민 (20), 오영민 (8), 이중협 (8), 백동현 (8), 김도형 (8), 엄찬호 (8)

10-2023-0156519, Nov. 13, 2023 (Application)
- [KOR] 3차원 객체 인식 방법 및 장치
- [ENG] Method and Apparatus for 3D Object Perception
- 이동욱, 엄찬호, 유병인, 이현정

10-2023-0006491, Jan. 17, 2023 (Application)
- [KOR] 양방향 대조 학습을 이용한 도메인 적응형 시멘틱 분할 학습 장치 및 방법
- [ENG] Apparatus and Method for Domain Adaptive Semantic Segmentation Learning using Bi-Directional Contrastive Learning
- 함범섭(40), 이건(30), 엄찬호(15), 박혜강 (15)
10-2022-0107755, Aug. 26, 2022 (Application)
- [KOR] 객체 재식별 장치 및 방법
- [ENG] Object Re-identification Apparatus and Method
- 정현석, 조경환, 진문섭, 최규상, 함범섭 (13.4), 엄찬호 (11.7), 이건 (8.3)
10-2022-0064204, May 25, 2022 (Application)
- [KOR] 객체 재식별 장치 및 방법
- [ENG] Apparatus and Method for Re-identifying Object
- 조경환, 진문섭, 정현석, 함범섭 (13.4), 엄찬호 (11.7), 이건 (8.3)
10-2021-0179580, Dec. 15, 2021. (Application) / 10-2678-9120000, Jun. 24, 2023. (Registration)
- [KOR] 시공간 메모리 네트워크를 활용한 동영상 기반 사람 재식별 장치 및 방법
- [ENG] Apparatus and Method for Person Re-identification based on Video with Spatial and Temporal Memory Networks
- 함범섭 (40), 엄찬호 (30), 이건 (15), 이중협 (15)
10-2019-0156863, Nov. 29, 2019. (Application) / 10-2262-8320000, Jun. 03, 2021. (Registration)
- [KOR] 단안 비디오 영상의 깊이 추정 방법 및 장치
- [ENG] Device and Method for Estimating Depth of Monocular Video
- 함범섭 (40), 엄찬호 (35), 박현종 (25)
10-2019-0104887, Aug. 27, 2019. (Application) / 10-2225-0220000, Mar. 03, 2021. (Registration)
- [KOR] 사람 재식별 장치 및 방법
- [ENG] Person Re-identification Apparatus and Method
- 함범섭 (60), 엄찬호 (40)