UniTR: A Unified and Efficient Multi-Modal Transformer for Bird's-Eye-View Representation

15 August 2023

Bernt Schiele

Papers citing "UniTR: A Unified and Efficient Multi-Modal Transformer for Bird's-Eye-View Representation"

46 / 46 papers shown

Title
DepthFusion: Depth-Aware Hybrid Feature Fusion for LiDAR-Camera 3D Object Detection Mingqian Ji Jian Yang Shanshan Zhang 3DPC MDE 28 0 0 12 May 2025
Self-Supervised Pre-training with Combined Datasets for 3D Perception in Autonomous Driving Shumin Wang Zhuoran Yang L. Wang Zhipeng Tang Heng Li Lehan Pan Sha Zhang Jie Peng J. Ji Y. Zhang 3DPC 36 0 0 17 Apr 2025
Resilient Sensor Fusion under Adverse Sensor Failures via Multi-Modal Expert Fusion Konyul Park Yecheol Kim Daehun Kim Jun-Won Choi 34 0 0 25 Mar 2025
Point-Cache: Test-time Dynamic and Hierarchical Cache for Robust and Generalizable Point Cloud Analysis Hongyu Sun Qiuhong Ke Ming Cheng Y. Wang Deying Li Chenhui Gou Jianfei Cai 3DPC 84 0 0 15 Mar 2025
Dual-Domain Homogeneous Fusion with Cross-Modal Mamba and Progressive Decoder for 3D Object Detection Xuzhong Hu Zaipeng Duan Pei An Jun zhang Jie Ma 3DPC 80 0 0 12 Mar 2025
SparseVoxFormer: Sparse Voxel-based Transformer for Multi-modal 3D Object Detection Hyeongseok Son Jia He Seung-In Park Ying Min Yunhao Zhang ByungIn Yoo 45 0 0 11 Mar 2025
SP3D: Boosting Sparsely-Supervised 3D Object Detection via Accurate Cross-Modal Semantic Prompts Shijia Zhao Qiming Xia Xusheng Guo Pufan Zou Maoji Zheng Hai Wu Chenglu Wen Cheng-Yu Wang 3DPC 60 0 0 09 Mar 2025
DeepInteraction++: Multi-Modality Interaction for Autonomous Driving Zeyu Yang Nan Song Wei Li Xiatian Zhu L. Zhang Philip H. S. Torr 63 4 0 24 Feb 2025
SimBEV: A Synthetic Multi-Task Multi-Sensor Driving Data Generation Tool and Dataset Goodarz Mehr A. Eskandarian 58 1 0 04 Feb 2025
CoreNet: Conflict Resolution Network for Point-Pixel Misalignment and Sub-Task Suppression of 3D LiDAR-Camera Object Detection Y. Li Yang Yang Zhen Lei 3DPC 46 2 0 11 Jan 2025
Epipolar Attention Field Transformers for Bird's Eye View Semantic Segmentation Christian Witte Jens Behley Cyrill Stachniss Marvin Raaijmakers 78 0 0 02 Dec 2024
Monocular Lane Detection Based on Deep Learning: A Survey Xin He Haiyun Guo Kuan Zhu Bingke Zhu Xu Zhao Jianwu Fang J. T. Wang 90 0 0 25 Nov 2024
A Resource Efficient Fusion Network for Object Detection in Bird's-Eye View using Camera and Raw Radar Data Kavin Chandrasekaran Sorin Grigorescu Gijs Dubbelman P. Jancura 67 0 0 20 Nov 2024
EVT: Efficient View Transformation for Multi-Modal 3D Object Detection Yongjin Lee Hyeon-Mun Jeong Yurim Jeon Sanghyun Kim 43 0 0 16 Nov 2024
TokenFormer: Rethinking Transformer Scaling with Tokenized Model Parameters Haiyang Wang Yue Fan Muhammad Ferjad Naeem Yongqin Xian J. E. Lenssen Liwei Wang F. Tombari Bernt Schiele 36 2 0 30 Oct 2024
Progressive Multi-Modal Fusion for Robust 3D Object Detection Rohit Mohan Daniele Cattaneo Florian Drews Abhinav Valada 3DPC 25 3 0 09 Oct 2024
OneBEV: Using One Panoramic Image for Bird's-Eye-View Semantic Mapping Jiale Wei Junwei Zheng Ruiping Liu Jie Hu Jiaming Zhang Rainer Stiefelhagen 13 1 0 20 Sep 2024
Leveraging Temporal Contexts to Enhance Vehicle-Infrastructure Cooperative Perception Jiaru Zhong Haibao Yu Tianyi Zhu Jiahui Xu Wenxian Yang Zaiqing Nie Chao Sun 17 0 0 20 Aug 2024
OccMamba: Semantic Occupancy Prediction with State Space Models Heng Li Yuenan Hou Xiaohan Xing Xiao Sun Xiao Sun Yanyong Zhang Mamba 45 2 0 19 Aug 2024
MaskBEV: Towards A Unified Framework for BEV Detection and Map Segmentation Xiao Zhao Xukun Zhang Dingkang Yang Mingyang Sun Mingcheng Li Shunli Wang Lihua Zhang MoE 25 1 0 17 Aug 2024
FlatFusion: Delving into Details of Sparse Transformer-based Camera-LiDAR Fusion for Autonomous Driving Yutao Zhu Xiaosong Jia Xinyu Yang Junchi Yan ViT 19 0 0 13 Aug 2024
Robust Multimodal 3D Object Detection via Modality-Agnostic Decoding and Proximity-based Modality Ensemble Juhan Cha Minseok Joo Jihwan Park Sanghyeok Lee In-Ho Kim Hyunwoo J. Kim 26 2 0 27 Jul 2024
BiCo-Fusion: Bidirectional Complementary LiDAR-Camera Fusion for Semantic- and Spatial-Aware 3D Object Detection Yang Song Lin Wang 19 3 0 27 Jun 2024
ContrastAlign: Toward Robust BEV Feature Alignment via Contrastive Learning for Multi-Modal 3D Object Detection Ziying Song Feiyang Jia Hongyu Pan Yadan Luo Caiyan Jia Guoxin Zhang Lin Liu Yang Ji Lei Yang Li-e Wang 35 9 0 27 May 2024
Addressing Diverging Training Costs using Local Restoration for Precise Bird's Eye View Map Construction Minsu Kim Giseop Kim Sunwook Choi 19 0 0 02 May 2024
DaF-BEVSeg: Distortion-aware Fisheye Camera based Bird's Eye View Segmentation with Occlusion Reasoning S. Yogamani David Unger Venkatraman Narayanan Varun Ravi Kumar 18 1 0 09 Apr 2024
Weak-to-Strong 3D Object Detection with X-Ray Distillation Alexander Gambashidze Aleksandr Dadukin Maksim Golyadkin Maria Razzhivina Ilya Makarov 27 2 0 31 Mar 2024
IS-Fusion: Instance-Scene Collaborative Fusion for Multimodal 3D Object Detection Junbo Yin Jianbing Shen Runnan Chen Wei Li Ruigang Yang Pascal Frossard Wenguan Wang 3DPC 21 31 0 22 Mar 2024
SparseFusion: Efficient Sparse Multi-Modal Fusion Framework for Long-Range 3D Perception Yiheng Li Hongyang Li Zehao Huang Hong Chang Naiyan Wang 33 2 0 15 Mar 2024
GiT: Towards Generalist Vision Transformer through Universal Language Interface Haiyang Wang Hao Tang Li Jiang Shaoshuai Shi Muhammad Ferjad Naeem Hongsheng Li Bernt Schiele Liwei Wang VLM 22 10 0 14 Mar 2024
PoIFusion: Multi-Modal 3D Object Detection via Fusion at Points of Interest Jiajun Deng Sha Zhang Feras Dayoub Wanli Ouyang Yanyong Zhang Ian Reid 3DPC 28 4 0 14 Mar 2024
SparseLIF: High-Performance Sparse LiDAR-Camera Fusion for 3D Object Detection Hongcheng Zhang Liu Liang Pengxin Zeng Xiao Song Zhe Wang 24 7 0 12 Mar 2024
Cross-Cluster Shifting for Efficient and Effective 3D Object Detection in Autonomous Driving Zhili Chen K. T. Pham Maosheng Ye Zhiqiang Shen Qifeng Chen 3DPC 28 0 0 10 Mar 2024
MixSup: Mixed-grained Supervision for Label-efficient LiDAR-based 3D Object Detection Yuxue Yang Lue Fan Zhaoxiang Zhang 3DPC 34 6 0 29 Jan 2024
Lift-Attend-Splat: Bird's-eye-view camera-lidar fusion using transformers James Gunn Zygmunt Lenyk Anuj Sharma Andrea Donati Alexandru Buburuzan John Redford Romain Mueller MDE 25 8 0 22 Dec 2023
Detecting As Labeling: Rethinking LiDAR-camera Fusion in 3D Object Detection Junjie Huang Yun Ye Zhujin Liang Yi Shan Dalong Du 3DPC 11 16 0 13 Nov 2023
PRED: Pre-training via Semantic Rendering on LiDAR Point Clouds Hao-Yu Yang Haiyang Wang Di Dai Liwei Wang 3DPC 13 4 0 08 Nov 2023
Recent Advances in Multi-modal 3D Scene Understanding: A Comprehensive Survey and Evaluation Yinjie Lei Zixuan Wang Feng Chen Guoqing Wang Peng Wang Yang Yang 27 8 0 24 Oct 2023
FusionFormer: A Multi-sensory Fusion in Bird's-Eye-View and Temporal Consistent Transformer for 3D Object Detection Chunyong Hu Hang Zheng Kun Li Jianyun Xu Weibo Mao ... Kaixuan Liu Yiru Zhao Peihan Hao Minzhe Liu Kaicheng Yu ViT 3DPC 11 14 0 11 Sep 2023
CAGroup3D: Class-Aware Grouping for 3D Object Detection on Point Clouds Haiyang Wang Lihe Ding Shaocong Dong Shaoshuai Shi Aoxue Li Jianan Li Zhenguo Li Liwei Wang 3DPC 132 67 0 09 Oct 2022
Multimodal Virtual Point 3D Detection Tianwei Yin Xingyi Zhou Philipp Krahenbuhl 3DPC 143 243 0 12 Nov 2021
Large Scale Interactive Motion Forecasting for Autonomous Driving : The Waymo Open Motion Dataset Scott Ettinger Shuyang Cheng Benjamin Caine Chenxi Liu Hang Zhao ... Jiquan Ngiam Vijay Vasudevan Alexander McCauley Jonathon Shlens Drago Anguelov 123 421 0 20 Apr 2021
PV-RCNN++: Point-Voxel Feature Set Abstraction With Local Vector Representation for 3D Object Detection Shaoshuai Shi Li Jiang Jiajun Deng Zhe Wang Chaoxu Guo Jianping Shi Xiaogang Wang Hongsheng Li 3DPC 135 400 0 31 Jan 2021
Voxel R-CNN: Towards High Performance Voxel-based 3D Object Detection Jiajun Deng Shaoshuai Shi Pei-Cian Li Wen-gang Zhou Yanyong Zhang Houqiang Li 3DPC 216 660 0 31 Dec 2020
Deep Ordinal Regression Network for Monocular Depth Estimation Huan Fu Mingming Gong Chaohui Wang Kayhan Batmanghelich Dacheng Tao MDE 178 1,687 0 06 Jun 2018
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas J. Guibas 3DH 3DPC 3DV PINN 210 13,886 0 02 Dec 2016