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KimManjin authored Feb 20, 2024
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## Publications
- **Future transformer for long-term action anticipation**
- **Learning Correlation Structures for Vision Transformer** [
**Manjin Kim**, Paul Hongsuck Seo, Cordelia Schmid, Minsu Cho, _under review_ 2024.
- **[Future transformer for long-term action anticipation](https://arxiv.org/abs/2205.14022)** [[code]([https://github.com/arunos728/SELFY](https://github.com/gongda0e/FUTR))]
Dayoung Gong, Joonseok Lee, **Manjin Kim**, Seongjong Ha, Minsu Cho, _CVPR_ 2022.
- **[Relational self-attention: what's missing in attention for video understanding](https://arxiv.org/abs/2111.01673)** [[code](https://github.com/KimManjin/RSA)]
**Manjin Kim\***, Heeseung Kwon\*, Chunyu Wang, Suha Kwak, and Minsu Cho (* equal contribution), _NeurIPS_ 2021.
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## Industry experiences
- **Student Researcher**, [Google Research]([https://www.microsoft.com/en-us/research/lab/microsoft-research-asia/](https://research.google/)), France (Jul. 2022 - Jan. 2023)
+ Developed a multimodal long-form video captioning system.
+ Host: [Paul Hongsuck Seo](https://phseo.github.io/)
- **Research Intern**, [Microsoft Research Asia (MSRA)](https://www.microsoft.com/en-us/research/lab/microsoft-research-asia/), remote (Dec. 2020 - June. 2021)
+ Developed a dynamic neural feature transform method, called Relational Self-Attention.
+ Mentor: [Chunyu Wang](https://www.microsoft.com/en-us/research/people/chnuwa/)
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## Collaboration projects
- **Motion-centric video representation learning** (with [Google Research](https://research.google/))
+ Developed an efficient video transformer that learns motion for action recognition.
+ Developed vision transformers, dubbed StructViT, that learn spatio-temporal correlation structures for both image and video understanding.
- **Online action detection in streamed videos** (with [POSCO ICT](https://www.poscoict.com/servlet/Main?lang=en))
+ Developed a real-time action recognition system for video surveillance.
- **Sentimental analysis on Hyundai vehicle models** (with [Hyundai Motor Company](https://www.hyundai.com/kr/en/main))
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