Benchmarking Robustness of 3D Object Detection to Common Corruptions in Autonomous Driving

20 March 2023

Yinpeng Dong

Hang Su

Jun Zhu

Papers citing "Benchmarking Robustness of 3D Object Detection to Common Corruptions in Autonomous Driving"

22 / 22 papers shown

Title
APCoTTA: Continual Test-Time Adaptation for Semantic Segmentation of Airborne LiDAR Point Clouds Yuan Gao Shaobo Xia Sheng Nie Cheng-Yu Wang Xiaohuan Xi B. Yang 3DPC 43 0 0 15 May 2025
DepthFusion: Depth-Aware Hybrid Feature Fusion for LiDAR-Camera 3D Object Detection Mingqian Ji Jian Yang Shanshan Zhang 3DPC MDE 50 0 0 12 May 2025
Examining the Impact of Optical Aberrations to Image Classification and Object Detection Models Patrick Müller Alexander Braun Margret Keuper 59 0 0 25 Apr 2025
Towards Benchmarking and Assessing the Safety and Robustness of Autonomous Driving on Safety-critical Scenarios Jingzheng Li Xianglong Liu Shikui Wei Zhijun Chen Yangqiu Song Qing Guo Xianqi Yang Yanjun Pu Jiakai Wang AAML ELM 74 0 0 31 Mar 2025
Resilient Sensor Fusion under Adverse Sensor Failures via Multi-Modal Expert Fusion Konyul Park Yecheol Kim Daehun Kim Jun-Won Choi 46 0 0 25 Mar 2025
Hi-ALPS -- An Experimental Robustness Quantification of Six LiDAR-based Object Detection Systems for Autonomous Driving Alexandra Arzberger Ramin Tavakoli Kolagari AAML 249 0 0 21 Mar 2025
Don't Shake the Wheel: Momentum-Aware Planning in End-to-End Autonomous Driving Ziying Song Caiyan Jia Lin Liu Hongyu Pan Wenjie Qu Junming Wang Xuzhi Zhang Shaoqing Xu Lei Yang Yadan Luo 73 1 0 05 Mar 2025
Robust Single Object Tracking in LiDAR Point Clouds under Adverse Weather Conditions Xiantong Zhao Xiuping Liu Shengjing Tian Yinan Han 46 0 0 13 Jan 2025
CoreNet: Conflict Resolution Network for Point-Pixel Misalignment and Sub-Task Suppression of 3D LiDAR-Camera Object Detection Yongqian Li Yang Yang Zhen Lei 3DPC 58 2 0 11 Jan 2025
OODFace: Benchmarking Robustness of Face Recognition under Common Corruptions and Appearance Variations Caixin Kang Yubo Chen Shouwei Ruan Shiji Zhao Ruochen Zhang Jiayi Wang Shan Fu Xingxing Wei CVBM 81 0 0 03 Dec 2024
ReliOcc: Towards Reliable Semantic Occupancy Prediction via Uncertainty Learning Song Wang Zhongdao Wang Jiawei Yu Wentong Li Bailan Feng Junbo Chen Jianke Zhu UQCV 46 3 0 26 Sep 2024
Enhancing Robustness to Noise Corruption for Point Cloud Model via Spatial Sorting and Set-Mixing Aggregation Module Dingxin Zhang Jianhui Yu Tengfei Xue Chaoyi Zhang Dongnan Liu Weidong Cai 3DPC 48 0 0 15 Jul 2024
MOS: Model Synergy for Test-Time Adaptation on LiDAR-Based 3D Object Detection Zhuoxiao Chen Junjie Meng Mahsa Baktashmotlagh Yonggang Zhang Zi Huang Yadan Luo 82 1 0 21 Jun 2024
A re-calibration method for object detection with multi-modal alignment bias in autonomous driving Zhihang Song Dingyi Yao RuiBo Ming Lihui Peng Jianming Hu Danya Yao Yi Zhang 3DPC 53 0 0 27 May 2024
GraphBEV: Towards Robust BEV Feature Alignment for Multi-Modal 3D Object Detection Ziying Song Lei Yang Shaoqing Xu Lin Liu Dongyang Xu Caiyan Jia Feiyang Jia Li-e Wang 3DPC 68 14 0 18 Mar 2024
Benchmarking the Robustness of Panoptic Segmentation for Automated Driving Yiting Wang Haonan Zhao Daniel Gummadi M. Dianati Kurt Debattista Valentina Donzella 39 2 0 23 Feb 2024
A Comprehensive Study on the Robustness of Image Classification and Object Detection in Remote Sensing: Surveying and Benchmarking Shaohui Mei Jiawei Lian Xiaofei Wang Yuru Su Mingyang Ma Lap-Pui Chau AAML 30 11 0 21 Jun 2023
Delving into the Devils of Bird's-eye-view Perception: A Review, Evaluation and Recipe Hongyang Li Chonghao Sima Jifeng Dai Wenhai Wang Lewei Lu ... Xiaosong Jia Siqian Liu Jianping Shi Dahua Lin Yu Qiao 98 139 0 12 Sep 2022
Benchmarking Robustness of 3D Point Cloud Recognition Against Common Corruptions Jiachen Sun Qingzhao Zhang B. Kailkhura Zhiding Yu Chaowei Xiao Z. Morley Mao 3DPC 43 85 0 28 Jan 2022
Lidar Light Scattering Augmentation (LISA): Physics-based Simulation of Adverse Weather Conditions for 3D Object Detection Velat Kilic Deepti Hegde Vishwanath A. Sindagi A. Cooper M. Foster Vishal M. Patel 134 68 0 14 Jul 2021
Deep Continuous Fusion for Multi-Sensor 3D Object Detection Ming Liang Binh Yang Shenlong Wang R. Urtasun 3DPC 208 841 0 20 Dec 2020
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas J. Guibas 3DH 3DPC 3DV PINN 222 14,136 0 02 Dec 2016