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MultiCorrupt: A Multi-Modal Robustness Dataset and Benchmark of LiDAR-Camera Fusion for 3D Object Detection

18 February 2024

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Papers citing "MultiCorrupt: A Multi-Modal Robustness Dataset and Benchmark of LiDAR-Camera Fusion for 3D Object Detection"

39 / 39 papers shown

Title
REHEARSE-3D: A Multi-modal Emulated Rain Dataset for 3D Point Cloud De-raining Abu Mohammed Raisuddin Jesper Holmblad Hamed Haghighi Yuri Poledna M. Drechsler Valentina Donzella Eren Erdal Aksoy 3DPC 454 0 0 30 Apr 2025
BEVStereo: Enhancing Depth Estimation in Multi-view 3D Object Detection with Dynamic Temporal Stereo Yinhao Li Han Bao Zheng Ge Jinrong Yang Jian‐Yuan Sun Zeming Li 144 112 0 21 Sep 2022
DeepInteraction: 3D Object Detection via Modality Interaction Zeyu Yang Jia-Qing Chen Zhenwei Miao Wei Li Xiatian Zhu Li Zhang 116 136 0 23 Aug 2022
STS: Surround-view Temporal Stereo for Multi-view 3D Detection Zengran Wang Chen Min Zheng Ge Yinhao Li Zeming Li Hongyu Yang Dihe Huang MDE 72 62 0 22 Aug 2022
Ithaca365: Dataset and Driving Perception under Repeated and Challenging Weather Conditions Carlos Diaz-Ruiz Youya Xia Yurong You Jose Nino Junan Chen ... Marc Emond Wei-Lun Chao Bharath Hariharan Kilian Q. Weinberger Mark E. Campbell 79 58 0 01 Aug 2022
AutoAlignV2: Deformable Feature Aggregation for Dynamic Multi-Modal 3D Object Detection Zehui Chen Zhenyu Li Shiquan Zhang Liangji Fang Qinhong Jiang Feng Zhao 3DPC 91 80 0 21 Jul 2022
BEVDepth: Acquisition of Reliable Depth for Multi-view 3D Object Detection Yinhao Li Zheng Ge Guanyi Yu Jinrong Yang Zengran Wang Yukang Shi Jian‐Yuan Sun Zeming Li MDE 86 622 0 21 Jun 2022
BEVFusion: Multi-Task Multi-Sensor Fusion with Unified Bird's-Eye View Representation Zhijian Liu Haotian Tang Alexander Amini Xinyu Yang Huizi Mao Daniela Rus Song Han 153 916 0 26 May 2022
BEVFormer: Learning Bird's-Eye-View Representation from Multi-Camera Images via Spatiotemporal Transformers Zhiqi Li Wenhai Wang Hongyang Li Enze Xie Chonghao Sima Tong Lu Qiao Yu Jifeng Dai 127 1,306 0 31 Mar 2022
TransFusion: Robust LiDAR-Camera Fusion for 3D Object Detection with Transformers Xuyang Bai Zeyu Hu Xinge Zhu Qingqiu Huang Yilun Chen Hongbo Fu Chiew-Lan Tai ViT 3DPC 106 612 0 22 Mar 2022
FUTR3D: A Unified Sensor Fusion Framework for 3D Detection Xuanyao Chen Tianyuan Zhang Yue Wang Yilun Wang Hang Zhao 3DPC 88 235 0 20 Mar 2022
DeepFusion: Lidar-Camera Deep Fusion for Multi-Modal 3D Object Detection Yingwei Li Adams Wei Yu Tianjian Meng Benjamin Caine Jiquan Ngiam ... Yifeng Lu Denny Zhou Quoc V. Le Alan Yuille Mingxing Tan 3DPC 109 342 0 15 Mar 2022
PETR: Position Embedding Transformation for Multi-View 3D Object Detection Yingfei Liu Tiancai Wang Xinming Zhang Jian Sun 3DPC 134 549 0 10 Mar 2022
AutoAlign: Pixel-Instance Feature Aggregation for Multi-Modal 3D Object Detection Zehui Chen Zhenyu Li Shiquan Zhang Liangji Fang Qinghong Jiang Feng Zhao Bolei Zhou Hang Zhao 3DPC 83 121 0 17 Jan 2022
BEVDet: High-performance Multi-camera 3D Object Detection in Bird-Eye-View Junjie Huang Guan Huang Zheng Zhu Yun Ye Dalong Du 3DPC 106 706 0 22 Dec 2021
DETR3D: 3D Object Detection from Multi-view Images via 3D-to-2D Queries Yue Wang Vitor Campagnolo Guizilini Tianyuan Zhang Yilun Wang Hang Zhao Justin Solomon 3DPC ViT 97 727 0 13 Oct 2021
Fog Simulation on Real LiDAR Point Clouds for 3D Object Detection in Adverse Weather Martin Hahner Daniel Gehrig Dengxin Dai Luc Van Gool 3DPC 101 148 0 11 Aug 2021
Probabilistic and Geometric Depth: Detecting Objects in Perspective Tai Wang Xinge Zhu Jiangmiao Pang Dahua Lin 94 284 0 29 Jul 2021
Multi-Modal 3D Object Detection in Autonomous Driving: a Survey Yingjie Wang Qi Mao Hanqi Zhu Jiajun Deng Yu Zhang Jianmin Ji Houqiang Li Yanyong Zhang 3DPC 143 146 0 24 Jun 2021
FusionPainting: Multimodal Fusion with Adaptive Attention for 3D Object Detection Shaoqing Xu Dingfu Zhou Jin Fang Junbo Yin Bin Zhou Liangjun Zhang 3DPC 84 156 0 23 Jun 2021
FCOS3D: Fully Convolutional One-Stage Monocular 3D Object Detection Tai Wang Xinge Zhu Jiangmiao Pang Dahua Lin 3DPC 109 602 0 22 Apr 2021
GrooMeD-NMS: Grouped Mathematically Differentiable NMS for Monocular 3D Object Detection Abhinav Kumar Garrick Brazil Xiaoming Liu 84 92 0 31 Mar 2021
M3DSSD: Monocular 3D Single Stage Object Detector Shujie Luo Hang Dai Ling Shao Yong Ding 3DPC 73 75 0 24 Mar 2021
CLOCs: Camera-LiDAR Object Candidates Fusion for 3D Object Detection Su Pang Daniel Morris H. Radha 3DPC 72 361 0 02 Sep 2020
Lift, Splat, Shoot: Encoding Images From Arbitrary Camera Rigs by Implicitly Unprojecting to 3D Jonah Philion Sanja Fidler 100 1,055 0 13 Aug 2020
Towards Robust LiDAR-based Perception in Autonomous Driving: General Black-box Adversarial Sensor Attack and Countermeasures Jiachen Sun Yulong Cao Qi Alfred Chen Z. Morley Mao AAML 74 242 0 30 Jun 2020
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 440 13,130 0 26 May 2020
3D-CVF: Generating Joint Camera and LiDAR Features Using Cross-View Spatial Feature Fusion for 3D Object Detection J. Yoo Yecheol Kim Ji Song Kim J. Choi 3DPC 98 405 0 27 Apr 2020
Canadian Adverse Driving Conditions Dataset Matthew A. Pitropov D. Garcia Jason Rebello Michael H. W. Smart Carlos Wang Krzysztof Czarnecki Steven Waslander 85 224 0 27 Jan 2020
PointPainting: Sequential Fusion for 3D Object Detection Sourabh Vora Alex H. Lang Bassam Helou Oscar Beijbom 3DPC 109 793 0 22 Nov 2019
PI-RCNN: An Efficient Multi-sensor 3D Object Detector with Point-based Attentive Cont-conv Fusion Module Liang Xie Chao Xiang Zhengxu Yu Guodong Xu Zheng Yang Deng Cai Xiaofei He 3DPC 77 208 0 14 Nov 2019
M3D-RPN: Monocular 3D Region Proposal Network for Object Detection Garrick Brazil Xiaoming Liu 3DPC 100 463 0 13 Jul 2019
CenterNet: Keypoint Triplets for Object Detection Kaiwen Duan S. Bai Lingxi Xie H. Qi Qingming Huang Q. Tian NoLa 122 2,700 0 17 Apr 2019
FCOS: Fully Convolutional One-Stage Object Detection Zhi Tian Chunhua Shen Hao Chen Tong He ObjD 143 5,018 0 02 Apr 2019
nuScenes: A multimodal dataset for autonomous driving Holger Caesar Varun Bankiti Alex H. Lang Sourabh Vora Venice Erin Liong Qiang Xu Anush Krishnan Yuxin Pan G. Baldan Oscar Beijbom 3DPC 301 5,786 0 26 Mar 2019
Frustum ConvNet: Sliding Frustums to Aggregate Local Point-Wise Features for Amodal 3D Object Detection Zhixin Wang Kui Jia 3DPC 86 444 0 05 Mar 2019
Joint 3D Proposal Generation and Object Detection from View Aggregation Jason Ku Melissa Mozifian Jungwook Lee Ali Harakeh Steven Waslander 3DPC 88 1,399 0 06 Dec 2017
Frustum PointNets for 3D Object Detection from RGB-D Data C. Qi Wen Liu Chenxia Wu Hao Su Leonidas Guibas 3DPC 159 2,271 0 22 Nov 2017
Multi-View 3D Object Detection Network for Autonomous Driving Xiaozhi Chen Huimin Ma Ji Wan Bo Li Tian Xia 3DPC 212 2,781 0 23 Nov 2016