Search Results for author: Junru Gu

Found 6 papers, 3 papers with code

DriveVLM: The Convergence of Autonomous Driving and Large Vision-Language Models

no code implementations19 Feb 2024 Xiaoyu Tian, Junru Gu, Bailin Li, Yicheng Liu, Chenxu Hu, Yang Wang, Kun Zhan, Peng Jia, Xianpeng Lang, Hang Zhao

We introduce DriveVLM, an autonomous driving system leveraging Vision-Language Models (VLMs) for enhanced scene understanding and planning capabilities.

Autonomous Driving Scene Understanding

VectorFlow: Combining Images and Vectors for Traffic Occupancy and Flow Prediction

no code implementations9 Aug 2022 Xin Huang, Xiaoyu Tian, Junru Gu, Qiao Sun, Hang Zhao

Recently, the occupancy flow fields representation was proposed to represent joint future states of road agents through a combination of occupancy grid and flow, which supports efficient and consistent joint predictions.

Autonomous Driving

ViP3D: End-to-end Visual Trajectory Prediction via 3D Agent Queries

1 code implementation CVPR 2023 Junru Gu, Chenxu Hu, Tianyuan Zhang, Xuanyao Chen, Yilun Wang, Yue Wang, Hang Zhao

In this work, we propose ViP3D, a query-based visual trajectory prediction pipeline that exploits rich information from raw videos to directly predict future trajectories of agents in a scene.

Autonomous Driving Trajectory Prediction

DenseTNT: End-to-end Trajectory Prediction from Dense Goal Sets

2 code implementations ICCV 2021 Junru Gu, Chen Sun, Hang Zhao

In this work, we propose an anchor-free and end-to-end trajectory prediction model, named DenseTNT, that directly outputs a set of trajectories from dense goal candidates.

Motion Forecasting motion prediction +1

DenseTNT: Waymo Open Dataset Motion Prediction Challenge 1st Place Solution

1 code implementation27 Jun 2021 Junru Gu, Qiao Sun, Hang Zhao

In autonomous driving, goal-based multi-trajectory prediction methods are proved to be effective recently, where they first score goal candidates, then select a final set of goals, and finally complete trajectories based on the selected goals.

Autonomous Driving motion prediction +1

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