Planning-oriented Autonomous Driving Y Hu, J Yang, L Chen, K Li, C Sima, X Zhu, S Chai, S Du, T Lin, W Wang, ... IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023 | 322* | 2023 |
ST-P3: End-to-end Vision-based Autonomous Driving via Spatial-temporal Feature Learning S Hu, L Chen, P Wu, H Li, J Yan, D Tao European Conference on Computer Vision (ECCV), 2022 | 124 | 2022 |
PersFormer: 3D Lane Detection via Perspective Transformer and the OpenLane Benchmark L Chen, C Sima, Y Li, Z Zheng, J Xu, X Geng, H Li, C He, J Shi, Y Qiao, ... European Conference on Computer Vision (ECCV), 2022 | 117 | 2022 |
Trajectory-guided Control Prediction for End-to-end Autonomous Driving: A Simple yet Strong Baseline P Wu, X Jia, L Chen, J Yan, H Li, Y Qiao Advances in Neural Information Processing Systems (NeurIPS), 2022 | 100 | 2022 |
End-to-end Autonomous Driving: Challenges and Frontiers L Chen, P Wu, K Chitta, B Jaeger, A Geiger, H Li arXiv preprint arXiv:2306.16927, 2023 | 91 | 2023 |
Delving into the Devils of Bird's-eye-view Perception: A Review, Evaluation and Recipe H Li, C Sima, J Dai, W Wang, L Lu, H Wang, J Zeng, Z Li, J Yang, H Deng, ... IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 | 87* | 2023 |
HDGT: Heterogeneous Driving Graph Transformer for Multi-agent Trajectory Prediction via Scene Encoding X Jia, P Wu, L Chen, Y Liu, H Li, J Yan IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 | 78 | 2023 |
Scene as Occupancy W Tong, C Sima, T Wang, S Wu, H Deng, L Chen, Y Gu, L Lu, P Luo, ... IEEE/CVF International Conference on Computer Vision (ICCV), 2023 | 70* | 2023 |
LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving H Sha, Y Mu, Y Jiang, L Chen, C Xu, P Luo, SE Li, M Tomizuka, W Zhan, ... arXiv preprint arXiv:2310.03026, 2023 | 61 | 2023 |
DriveLM: Driving with Graph Visual Question Answering C Sima, K Renz, K Chitta, L Chen, H Zhang, C Xie, P Luo, A Geiger, H Li arXiv preprint arXiv:2312.14150, 2023 | 54* | 2023 |
Think Twice before Driving: Towards Scalable Decoders for End-to-End Autonomous Driving X Jia, P Wu, L Chen, J Xie, C He, J Yan, H Li IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023 | 45 | 2023 |
OpenLane-V2: A Topology Reasoning Benchmark for Unified 3D HD Mapping H Wang, T Li, Y Li, L Chen, C Sima, Z Liu, B Wang, P Jia, Y Wang, S Jiang, ... NeurIPS Track Datasets and Benchmarks, 2023 | 28* | 2023 |
Graph-based Topology Reasoning for Driving Scenes T Li, L Chen, X Geng, H Wang, Y Li, Z Liu, S Jiang, Y Wang, H Xu, C Xu, ... arXiv preprint arXiv:2304.05277, 2023 | 27 | 2023 |
DriveAdapter: Breaking the Coupling Barrier of Perception and Planning in End-to-End Autonomous Driving X Jia, Y Gao, L Chen, J Yan, PL Liu, H Li IEEE/CVF International Conference on Computer Vision (ICCV), 2023 | 26 | 2023 |
Towards Capturing the Temporal Dynamics for Trajectory Prediction: a Coarse-to-Fine Approach X Jia, L Chen, P Wu, J Zeng, J Yan, H Li, Y Qiao 6th Annual Conference on Robot Learning (CoRL), 2022 | 26 | 2022 |
Policy Pre-training for Autonomous Driving via Self-supervised Geometric Modeling P Wu, L Chen, H Li, X Jia, J Yan, Y Qiao The Eleventh International Conference on Learning Representations (ICLR), 2023 | 20 | 2023 |
Distilling Focal Knowledge from Imperfect Expert for 3D Object Detection J Zeng, L Chen, H Deng, L Lu, J Yan, Y Qiao, H Li IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023 | 10 | 2023 |
Level 2 Autonomous Driving on a Single Device: Diving into the Devils of Openpilot L Chen, T Tang, Z Cai, Y Li, P Wu, H Li, J Shi, J Yan, Y Qiao arXiv preprint arXiv:2206.08176, 2022 | 10 | 2022 |
Visual Point Cloud Forecasting enables Scalable Autonomous Driving Z Yang, L Chen, Y Sun, H Li IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024 | 8 | 2024 |
Fully Sparse 3D Panoptic Occupancy Prediction H Liu, H Wang, Y Chen, Z Yang, J Zeng, L Chen, L Wang arXiv preprint arXiv:2312.17118, 2023 | 6 | 2023 |