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News
- NEW [2024/04] I will be attending ICLR 2024 in person, see you in 🇦🇹Austria!
- NEW [2024/04] One paper accepted to IJCAI 2024 and one paper acccepted to Robotics and Automation Letters (RA-L).
- NEW [2024/01] One paper accepted to ICLR 2024 as Spotlight presentation.
- [2023/11] Honorably selected as NeurIPS 2023 Top Reviewer.
- [2023/09] One paper accepted to NeurIPS 2023.
- [2023/09] Introduce multimodal LLM: DreamLLM
- [2023/09] Invited talk on multimodal foundation models at Tsinghua University and Xi'an Jiaotong University.
- [2023/04] I will be attending ICLR 2023 in person, see you in 🇷🇼Rwanda!
- [2023/04] One paper accepted to ICML 2023.
- [2023/03] Invited talk on 3D representation learning at Tsinghua University.
- [2023/03] One paper accepted to CVPR 2023.
- [2023/01] One paper accepted to ICLR 2023.
- [2022/09] I join Megvii (Foundation Model Group) as a research intern.
- [2022/06] One paper accepted to ECCV 2022 as Oral presentation.
- [2021/12] One paper accepted to ICML 2022 as Spotlight presentation.
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Featured Publications
*: equal contribution, †: project lead. See also my Google Scholar profile for the most recent publications.
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DreamLLM: Synergistic Multimodal Comprehension and Creation
Runpei Dong*, Chunrui Han*, Yuang Peng, Zekun Qi, Zheng Ge, Jinrong Yang, Liang Zhao, Jianjian Sun, Hongyu Zhou, Haoran Wei, Xiangwen Kong, Xiangyu Zhang, Kaisheng Ma, Li Yi
ICLR 2024
/ Project
/ PDF
/ Code
/ OpenReview
/ Poster
/ Slides
Spotlight Presentation (5%)
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Autoencoders as Cross-Modal Teachers: Can Pretrained 2D Image Transformers Help 3D Representation Learning?
Runpei Dong, Zekun Qi, Linfeng Zhang, Junbo Zhang, Jianjian Sun, Zheng Ge, Li Yi, Kaisheng Ma
ICLR 2023
/ PDF
/ Code
/ OpenReview
/ Poster
/ Slides
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Contrast with Reconstruct: Contrastive 3D Representation Learning Guided by Generative Pretraining
Zekun Qi*, Runpei Dong*, Guofan Fan, Zheng Ge, Xiangyu Zhang, Kaisheng Ma, Li Yi
ICML 2023
/ PDF
/ Code
/ OpenReview
/ Poster
/ Slides
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ShapeLLM: Universal 3D Object Understanding for Embodied Interaction
Zekun Qi, Runpei Dong†, Shaochen Zhang, Haoran Geng, Chunrui Han, Zheng Ge, He Wang, Li Yi, Kaisheng Ma
Project
/ PDF
/ Code
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ChatSpot: Bootstrapping Multimodal LLMs via Precise Referring Instruction Tuning
Liang Zhao*, En Yu*, Zheng Ge, Jinrong Yang, Haoran Wei, Hongyu Zhou, Jianjian Sun, Yuang Peng, Runpei Dong, Chunrui Han, Xiangyu Zhang
IJCAI 2024
/ PDF
/ Demo
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Exploring Recurrent Long-term Temporal Fusion for Multi-view 3D Perception
Chunrui Han, Jianjian Sun, Zheng Ge, Jinrong Yang, Runpei Dong, Hongyu Zhou, Weixin Mao, Yuang Peng, Xiangyu Zhang
IEEE RA-L
/ PDF
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VPP: Efficient Conditional 3D Generation via Voxel-Point Progressive Representation
Zekun Qi*, Muzhou Yu*, Runpei Dong†, Kaisheng Ma
NeurIPS 2023
/ PDF
/ Code
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CLIP-FO3D: Learning Free Open-world 3D Scene Representations from 2D Dense CLIP
Junbo Zhang, Runpei Dong, Kaisheng Ma
ICCV 2023 @ OpenSUN3D
/ PDF
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PointDistiller: Structured Knowledge Distillation Towards Efficient and Compact 3D Detection
Linfeng Zhang*, Runpei Dong*, Hung-Shuo Tai, Kaisheng Ma
CVPR 2023
/ PDF
/ Code
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Region-aware Knowledge Distillation for Efficient Image-to-Image Translation
Linfeng Zhang, Xin Chen, Runpei Dong, Kaisheng Ma
BMVC 2023
/ PDF
/ Code
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CORSD: Class-Oriented Relational Self Distillation
Muzhou Yu, Sia Huat Tan, Kailu Wu, Runpei Dong, Linfeng Zhang, Kaisheng Ma
ICASSP 2023
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Contrastive Deep Supervision
Linfeng Zhang, Xin Chen, Junbo Zhang, Runpei Dong, Kaisheng Ma
ECCV 2022
/ PDF
/ Code
/ Slides
Oral Presentation (2.7%)
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Finding the Task-Optimal Low-Bit Sub-Distribution in Deep Neural Networks
Runpei Dong*, Zhanhong Tan*, Mengdi Wu, Linfeng Zhang, Kaisheng Ma
ICML 2022
/ PDF
/ Code
/ Slides
Spotlight Presentation
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Multi-Glimpse Network: A Robust and Efficient Classification Architecture based on Recurrent Downsampled Attention
Sia Huat Tan, Runpei Dong, Kaisheng Ma
BMVC 2021
/ PDF
/ Code
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NN-Baton: DNN Workload Orchestration and Chiplet Granularity Exploration for Multichip Accelerators
Zhanhong Tan, Hongyu Cai, Runpei Dong, Kaisheng Ma
ISCA 2021
/ PDF
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Awards
- NeurIPS 2023 Top Reviewer
- Chinese National Scholarship (2022~2023)
- Excellent Postgraduate (2021~2023), Xi'an Jiaotong University
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Professional Services
- Program committee or conference reviewer
- Conferences:
NeurIPS (2022, 2023),
ICLR (2024),
ICML (2022, 2024),
CVPR (2023, 2024),
ICCV (2023),
ECCV (2022, 2024),
COLM (2024),
IJCAI (2024),
ACCV (2024),
BMVC (2024),
ICASSP (2023, 2024)
- Journals: TMLR, IEEE TPAMI, IEEE TCSVT
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