Dasom Ahn (Tommy Ahn)
I am a Ph.D. student in the Department of Computer Science and Engineering at Keimyung University. I am interested in computer vision and deep learning and doing research.
My current research is focused on:
- Computation-efficient architectures that enable efficient and generic modeling for activity recognition
Education
- Ph.D., School of Computer Engineering, Keimyung University (2023.09 ~ ) - Advisor: Prof. Byoung Chul Ko
- M.S., School of Computer Engineering, Keimyung University (2021.09 ~ 2023.08) - Advisor: Prof. Byoung Chul Ko
- B.S., School of Computer Engineering, Keimyung University (2013.03 ~ 2018.02)
Research Interest
- Deep Learning, Computer Vision
- Transformer
- Facial emotion recognition, Image recognition
- Video understanding (Action recognition, Temporal action detection, etc.)
- Multi-modal learning
- eXplainable AI
News
- [2023/10] A paper is published to IEEE Access 2024.
- [2023/10] A paper is accepted by ICML 2024.
- [2023/10] A paper is published to Springer.
- [2023/10] A paper is accepted by ICCV 2023.
- [2023/08] A paper is published to Springer Applied Intelligence.
- [2023/01] STAR-Transformer is accepted to WACV 2023.
- [2022/07] Shift-ViT is accepted to ITC-CSCC 2022.
Publications
(* indicates equal contribution)
* Conference
Scene Graph Generation Strategy with Co-occurrence Knowledge and Learnable Term Frequency Hyeongjin Kim, Sangwon Kim, Dasom Ahn, Jong Taek Lee, Byoung Chul KoInternational Conference on Machine Learning (ICML), 2024 [arXiv] |
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Cross-Modal Learning with 3D Deformable Attention for Action Recognition Sangwon Kim, Dasom Ahn, Byoung Chul KoIEEE/CVF International Conference on Computer Vision (ICCV), 2023 [arXiv] |
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STAR-Transformer: A Spatio-temporal Cross Attention Transformer for Human Action Recognition Dasom Ahn, Sangwon Kim, Hyunsu Hong, Byoung Chul KoIEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2023 [arXiv] [CVF] |
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Shift-ViT: Siamese Vision Transformer using Shifted Branches Dasom Ahn, Hyeongjin Kim, Sangwon Kim, Hyunsu Hong, Byoung Chul KoInternational Technical Conference on Circuits/Systems, Computers and Communications (ITC-CSCC), 2022 [IEEE Xplore] |
* Journal
Interpretable Information Visualization for Enhanced Temporal Action Detection In Videos Dasom Ahn, Jong-Ha Lee, Byoung Chul KoIEEE Access , 2024 [IEEE Access] |
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BTD-RF: 3D Scene Reconstruction Using Block-Term Tensor Decomposition Seon Bin Kim, Sangwon Kim, Dasom Ahn, Byoung Chul KoSpringer Applied Intelligence , 2024 [Springer] |
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STAR++: Rethinking Spatio-Temporal Cross Attention Transformer for Video Action Recognition Dasom Ahn, Sangwon Kim, Byoung Chul KoSpringer Applied Intelligence , 2023 [Springer] |
* Domestic Papers
- Dasom Ahn, Sangwon Kim, Byoung Chul Ko, "Vision Transformer기반의 동적 얼굴 표정 인식 시스템", 2021 한국소프트웨어종합학술대회 (KSC2021), Dec. 2021
- Dasom Ahn, Sangwon Kim, Byoung Chul Ko, "교차 주의집중 트랜스포머를 이용한 인간 행동 인식 시스템", 2022 대한전자공학회 하계종합학술대회 (IEIE) [Best Paper Award], pp. 839-840, Jun. 2022
Patents
Honor & Awards
- 2022 Best Paper: IEIE, S.Korea
- 2016 Best Paper: WISET, S.Korea