Search Results for author: Zhen Luo

Found 4 papers, 2 papers with code

Cam4DOcc: Benchmark for Camera-Only 4D Occupancy Forecasting in Autonomous Driving Applications

1 code implementation29 Nov 2023 Junyi Ma, Xieyuanli Chen, Jiawei Huang, Jingyi Xu, Zhen Luo, Jintao Xu, Weihao Gu, Rui Ai, Hesheng Wang

Furthermore, the standardized evaluation protocol for preset multiple tasks is also provided to compare the performance of all the proposed baselines on present and future occupancy estimation with respect to objects of interest in autonomous driving scenarios.

Autonomous Driving

milliFlow: Scene Flow Estimation on mmWave Radar Point Cloud for Human Motion Sensing

no code implementations29 Jun 2023 Fangqiang Ding, Zhen Luo, Peijun Zhao, Chris Xiaoxuan Lu

In this work, we propose milliFlow, a novel deep learning approach to estimate scene flow as complementary motion information for mmWave point cloud, serving as an intermediate level of features and directly benefiting downstream human motion sensing tasks.

Decision Making Gesture Recognition +4

PCPNet: An Efficient and Semantic-Enhanced Transformer Network for Point Cloud Prediction

1 code implementation16 Apr 2023 Zhen Luo, Junyi Ma, Zijie Zhou, Guangming Xiong

In this letter, we propose a novel efficient Transformer-based network to predict the future LiDAR point clouds exploiting the past point cloud sequences.

Autonomous Vehicles Decision Making +2

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