Ruijie Zhu 朱睿杰
Biography
I am currently a postgraduate student working with Prof. Yongdong Zhang and Prof. Tianzhu Zhang at University of Science and Technology of China (USTC). I got the B.Eng. degree in Computer Science and Technology at Northwestern Polytechnical University (NWPU) in 2022, under the guidance of Prof. Yuchao Dai.
My research interest includes Depth estimation, 3D reconstruction, and Nerual rendering.
I am looking for a Ph.D. position (25 Fall) in 3D vision, feel free to contact me at ruijiezhu@mail.ustc.edu.cn.
Recent News
- Oct. 2024: Plane2Depth was accepted by TCSVT.
- Sep. 2024: Two papers MotionGS and DN-4DGS were accepted by NeurIPS 2024.
- Jul. 2024: ScaleDepth was released on arXiv.
- Dec. 2023: TI-Face was released on arXiv.
- Nov. 2023: HA-Bins was accepted by TCSVT.
- Oct. 2023: EC-Depth was released on arXiv.
- Oct. 2023: I got the 1st place in ICCV 2023 workshop To NeRF or not to NeRF: A View Synthesis Challenge for Human Heads. [paper] [video]
- June 2023: I got the 1st place on RoboDepth competition Track1 (self-supervised monocular depth estimation) and the 2nd place on Track2 (fully-supervised monocular depth estimation) in ICRA 2023. [paper] [video]
- Oct. 2022: I got 2nd place on Monocular Depth Estimation leaderboard in ECCV2022 workshop: Robust Vision Challenge 2022. [video]
Experiences
- Sept. 2018 - July. 2022, Undergradute, Honors College, NWPU
- July. 2020 - Sept. 2020, Software Development Intern, Huawei
- Sept. 2022 - Now, Postgraduate, USTC
- Jan. 2024 - Apr. 2024, Algorithm devolopment intern, SenseTime Inc.
- Aug. 2024 - Now, Research intern, Shanghai AILab
Publications
* denotes equal contribution. More publications can be found in Google Scholar.
MotionGS: Exploring Explicit Motion Guidance for Deformable 3D Gaussian Splatting Ruijie Zhu*, Yanzhe Liang*, Hanzhi Chang, Jiacheng Deng, Jiahao Lu, Wenfei Yang, Tianzhu Zhang, Yongdong Zhang NeuIPS, 2024 [Paper] [Webpage] [Code] | |
DN-4DGS: Denoised Deformable Network with Temporal-Spatial Aggregation for Dynamic Scene Rendering Jiahao Lu, Jiacheng Deng, Ruijie Zhu, Yanzhe Liang, Wenfei Yang, Tianzhu Zhang, Xu Zhou NeuIPS, 2024 [Paper] | |
Plane2Depth: Hierarchical Adaptive Plane Guidance for Monocular Depth Estimation Li Liu*, Ruijie Zhu*, Jiacheng Deng, Ziyang Song, Wenfei Yang, Tianzhu Zhang IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2024 [Paper] [Code] | |
ScaleDepth: Decomposing Metric Depth Estimation into Scale Prediction and Relative Depth Estimation Ruijie Zhu, Chuxin Wang, Ziyang Song, Li Liu, Tianzhu Zhang, Yongdong Zhang Arxiv, 2024 [Paper] [Webpage] [Code] | |
TIFace: Improving Facial Reconstruction through Tensorial Radiance Fields and Implicit Surfaces Ruijie Zhu, Jiahao Chang, Ziyang Song, Jiahuan Yu, Tianzhu Zhang 1st place solution in the View Synthesis Challenge for Human Heads (VSCHH) @ ICCV, 2023 [Paper] [Video] [Code] | |
EC-Depth: Exploring the consistency of self-supervised monocular depth estimation under challenging scenes Ziyang Song*, Ruijie Zhu*, Chuxin Wang, Jiacheng Deng, Jianfeng He, Tianzhu Zhang ArXiv, 2023 [Paper] [Webpage] [Code] | |
HA-Bins: Hierarchical Adaptive Bins for Robust Monocular Depth Estimation across Multiple Datasets Ruijie Zhu, Ziyang Song, Li Liu, Jianfeng He, Tianzhu Zhang, Yongdong Zhang IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2023 [Paper] [Webpage] [Code] |
Talks
TIFace: Improving Facial Reconstruction through Tensorial Radiance Fields and Implicit Surfaces "To NeRF or not to NeRF: A View Synthesis Challenge for Human Heads" workshop Paris @ ICCV, 2023 [Paper] [Video] [Code] [Challenge] | |
IRUDepth: Improve Robustness and Uncertainty of Self-Supervised Monocular Depth Estimation "RoboDepth: The 1st Challenge on Robust Depth Estimation under Corruptions" workshop London @ ICRA, 2023 [Video] [Challenge] | |
MixBins: Group-wise Bins for Robust Monocular Depth Estimation via Mixing Datasets "Robust Vision Challenge" workshop Tel Aviv @ ECCV, 2022 [Video] [Challenge] |
Awards
- Wuyajun Scholarship & first class scholarship of NWPU, 2019
- Wuyajun Scholarship & first class scholarship of NWPU, 2020
- CATIC Scholarship (the highest scholarship for graduates, <1%) & first class scholarship of NWPU, 2021
- Outstanding Graduate of NWPU, 2022
- USTC-Suzhou Industrial Park Scholarship & first class scholarship of USTC, 2023
- Deep Space Exploration Scholarship, 2024
- National Scholarship of China, 2024
Posts
- VALSE•2021 meeting record. [Yuque] [Zhihu]
- Course Notes of Statistical Learning course in USTC. [Git repo] [Zhihu] [PDF] [Abstract]
Others
- Reviewer: ICRA 2023