Pseudo-LiDAR from Visual Depth Estimation: Bridging the Gap in 3D Object Detection for Autonomous Driving

18 December 2018

Wei-Lun Chao

Papers citing "Pseudo-LiDAR from Visual Depth Estimation: Bridging the Gap in 3D Object Detection for Autonomous Driving"

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Title
LET-3D-AP: Longitudinal Error Tolerant 3D Average Precision for Camera-Only 3D Detection Wei-Chih Hung Vincent Casser Henrik Kretzschmar Jyh-Jing Hwang Drago Anguelov 13 26 0 15 Jun 2022
MonoGround: Detecting Monocular 3D Objects from the Ground Zequn Qin Xi Li 19 52 0 15 Jun 2022
Edge Security: Challenges and Issues Xin Jin Charalampos Katsis Fan Sang Jiahao Sun A. Kundu Ramana Rao Kompella 39 8 0 14 Jun 2022
Depth Estimation Matters Most: Improving Per-Object Depth Estimation for Monocular 3D Detection and Tracking Longlong Jing Ruichi Yu Henrik Kretzschmar Kang Li C. Qi ... Yingwei Li Yurong You Han Deng Congcong Li Drago Anguelov 3DPC MDE 34 18 0 08 Jun 2022
Unifying Voxel-based Representation with Transformer for 3D Object Detection Yanwei Li Yilun Chen Xiaojuan Qi Zeming Li Jian-jun Sun Jiaya Jia ViT 25 248 0 01 Jun 2022
Voxel Field Fusion for 3D Object Detection Yanwei Li Xiaojuan Qi Yukang Chen Liwei Wang Zeming Li Jian-jun Sun Jiaya Jia 106 79 0 31 May 2022
Time3D: End-to-End Joint Monocular 3D Object Detection and Tracking for Autonomous Driving Peixuan Li Jieyu Jin 3DPC 20 45 0 30 May 2022
Is it Worth to Reason about Uncertainty in Occupancy Grid Maps during Path Planning? Jacopo Banfi L. Woo Mark E. Campbell 11 7 0 27 May 2022
Towards Model Generalization for Monocular 3D Object Detection Zhenyu Li Zehui Chen Ang Li Liangji Fang Qinhong Jiang Xianming Liu Junjun Jiang 31 7 0 23 May 2022
BEVerse: Unified Perception and Prediction in Birds-Eye-View for Vision-Centric Autonomous Driving Yunpeng Zhang Zheng Hua Zhu Wenzhao Zheng Junjie Huang Guan Huang Jie Zhou Jiwen Lu 25 187 0 19 May 2022
Efficient Stereo Depth Estimation for Pseudo LiDAR: A Self-Supervised Approach Based on Multi-Input ResNet Encoder Sabir Hossain Xianke Lin 3DPC MDE 22 8 0 17 May 2022
Cross-view Transformers for real-time Map-view Semantic Segmentation Brady Zhou Philipp Krahenbuhl ViT 30 271 0 05 May 2022
MUTR3D: A Multi-camera Tracking Framework via 3D-to-2D Queries Tianyuan Zhang Xuanyao Chen Yue Wang Yilun Wang Hang Zhao 18 80 0 02 May 2022
Graph-DETR3D: Rethinking Overlapping Regions for Multi-View 3D Object Detection Zehui Chen Zhenyu Li Shiquan Zhang Liangji Fang Qinhong Jiang Feng Zhao 21 45 0 25 Apr 2022
Shape-Aware Monocular 3D Object Detection Wei-Neng Chen Jie Zhao Wanqing Zhao Song Wu 3DPC 14 12 0 19 Apr 2022
M $^2$ BEV: Multi-Camera Joint 3D Detection and Segmentation with Unified Birds-Eye View Representation Enze Xie Zhiding Yu Daquan Zhou Jonah Philion Anima Anandkumar Sanja Fidler Ping Luo J. Álvarez 28 179 0 11 Apr 2022
DSGN++: Exploiting Visual-Spatial Relation for Stereo-based 3D Detectors Yilun Chen Shijia Huang Shu-Lin Liu Bei Yu Jiaya Jia 3DPC 25 26 0 06 Apr 2022
Homography Loss for Monocular 3D Object Detection Jiaqi Gu Bojian Wu Lubin Fan Jianqiang Huang Shen Cao Z. Xiang Xiansheng Hua 3DPC 3DH 27 36 0 02 Apr 2022
CAT-Det: Contrastively Augmented Transformer for Multi-modal 3D Object Detection Yanan Zhang Jiaxin Chen Di Huang ViT 3DPC 29 59 0 01 Apr 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 62 1,245 0 31 Mar 2022
LiDAR Snowfall Simulation for Robust 3D Object Detection Martin Hahner Christos Sakaridis Mario Bijelic Felix Heide F. I. F. Richard Yu Dengxin Dai Luc Van Gool 3DPC 17 110 0 28 Mar 2022
Rope3D: TheRoadside Perception Dataset for Autonomous Driving and Monocular 3D Object Detection Task Xiaoqing Ye Mao Shu Hanyu Li Yifeng Shi Yingying Li Guan-Sheng Wang Xiao Tan Errui Ding 17 102 0 25 Mar 2022
MonoDETR: Depth-guided Transformer for Monocular 3D Object Detection Renrui Zhang Han Qiu Tai Wang Ziyu Guo Xuan Xu Xuanzhuo Xu Ziteng Cui Peng Gao Hongsheng Li Hongsheng Li ViT MDE 48 82 0 24 Mar 2022
Stereo Neural Vernier Caliper Shichao Li Zechun Liu Zhiqiang Shen Kwang-Ting Cheng 3DPC 3DV 25 5 0 21 Mar 2022
MonoDTR: Monocular 3D Object Detection with Depth-Aware Transformer Kuan-Chih Huang Tsung-Han Wu Hung-Ting Su Winston H. Hsu ViT MDE 13 158 0 21 Mar 2022
FUTR3D: A Unified Sensor Fusion Framework for 3D Detection Xuanyao Chen Tianyuan Zhang Yue Wang Yilun Wang Hang Zhao 3DPC 22 233 0 20 Mar 2022
Sparse Fuse Dense: Towards High Quality 3D Detection with Depth Completion Xiaopei Wu Liang Peng Honghui Yang Liang Xie Chenxi Huang Chen Deng Haifeng Liu Deng Cai 15 178 0 18 Mar 2022
MonoJSG: Joint Semantic and Geometric Cost Volume for Monocular 3D Object Detection Qing Lian Peiliang Li Xiaozhi Chen MDE 15 50 0 16 Mar 2022
WeakM3D: Towards Weakly Supervised Monocular 3D Object Detection Liang Peng Senbo Yan Boxi Wu Zheng Yang Xiaofei He Deng Cai WSOD 28 20 0 16 Mar 2022
Time-to-Label: Temporal Consistency for Self-Supervised Monocular 3D Object Detection Issa Mouawad Nikolas Brasch Fabian Manhardt F. Tombari Francesca Odone 3DPC 21 7 0 04 Mar 2022
Pseudo-Stereo for Monocular 3D Object Detection in Autonomous Driving Yi-Nan Chen Hang Dai Yong Ding 3DPC 11 62 0 04 Mar 2022
Quantity over Quality: Training an AV Motion Planner with Large Scale Commodity Vision Data Lukas Platinsky Tayyab Naseer Hui Chen Benjamin A. Haines Haoyue Zhu Hugo Grimmett Luca Del Pero 20 1 0 03 Mar 2022
Dense Voxel Fusion for 3D Object Detection Anas Mahmoud Jordan S. K. Hu Steven L. Waslander 3DPC 18 45 0 02 Mar 2022
Deep Camera Pose Regression Using Pseudo-LiDAR A. Raza Lazar Lolic Shahmir Akhter Alfonso Dela Cruz Michael Liut 14 0 0 28 Feb 2022
Towards Safe, Real-Time Systems: Stereo vs Images and LiDAR for 3D Object Detection M. Levine 3DPC 9 0 0 25 Feb 2022
3D Object Detection from Images for Autonomous Driving: A Survey Xinzhu Ma Wanli Ouyang Andrea Simonelli Elisa Ricci 3DPC 68 93 0 07 Feb 2022
Towards 3D Scene Reconstruction from Locally Scale-Aligned Monocular Video Depth Guangkai Xu Wei Yin Hao Chen Chunhua Shen Kai-Sheng Cheng Fengyu Wu Fengshang Zhao MDE 19 9 0 03 Feb 2022
MonoDistill: Learning Spatial Features for Monocular 3D Object Detection Zhiyu Chong Xinzhu Ma Hong Zhang Yuxin Yue Haojie Li Zhihui Wang Wanli Ouyang 3DPC 90 98 0 26 Jan 2022
End-To-End Optimization of LiDAR Beam Configuration for 3D Object Detection and Localization Niclas Vodisch Ozan Unal Ke Li Luc Van Gool Dengxin Dai 3DPC 20 14 0 11 Jan 2022
ITSA: An Information-Theoretic Approach to Automatic Shortcut Avoidance and Domain Generalization in Stereo Matching Networks Weiqin Chuah Ruwan Tennakoon R. Hoseinnezhad A. Bab-Hadiashar David Suter OOD 11 39 0 06 Jan 2022
The Devil is in the Task: Exploiting Reciprocal Appearance-Localization Features for Monocular 3D Object Detection Zhikang Zou Xiaoqing Ye Liang Du Xianhui Cheng Xiao Tan Li Zhang Jianfeng Feng Xiangyang Xue Errui Ding 3DPC 11 56 0 28 Dec 2021
EPNet++: Cascade Bi-directional Fusion for Multi-Modal 3D Object Detection Zhe Liu Tengteng Huang Binglin Li Xiwu Chen Xi Wang Xiang Bai 3DPC 14 100 0 21 Dec 2021
Robust Depth Completion with Uncertainty-Driven Loss Functions Yufan Zhu W. Dong Leida Li Jinjian Wu Xin Li Guangming Shi UQCV 20 43 0 15 Dec 2021
Sparse Depth Completion with Semantic Mesh Deformation Optimization Bing Zhou Matias Aiskovich Sinem Güven Kaya 3DV 3DPC MDE 11 0 0 10 Dec 2021
PRA-Net: Point Relation-Aware Network for 3D Point Cloud Analysis Shuyang Cheng Xiwu Chen Xinwei He Zhe Liu X. Bai 3DPC 24 135 0 09 Dec 2021
Learning Auxiliary Monocular Contexts Helps Monocular 3D Object Detection Xianpeng Liu Nan Xue Tianfu Wu 46 123 0 09 Dec 2021
FPPN: Future Pseudo-LiDAR Frame Prediction for Autonomous Driving Xudong Huang Chunyu Lin Haojie Liu Lang Nie Yao Zhao 3DPC 60 4 0 08 Dec 2021
Neural Points: Point Cloud Representation with Neural Fields for Arbitrary Upsampling Wanquan Feng Jin Li Hongrui Cai Xiaonan Luo Juyong Zhang 3DPC 6 68 0 08 Dec 2021
Gated2Gated: Self-Supervised Depth Estimation from Gated Images Amanpreet Walia Stefan Walz Mario Bijelic Fahim Mannan Frank D. Julca-Aguilar M. Langer W. Ritter Felix Heide MDE 11 14 0 04 Dec 2021
SGM3D: Stereo Guided Monocular 3D Object Detection Zheyuan Zhou Liang Du Xiaoqing Ye Zhikang Zou Xiao Tan Li Zhang Xiangyang Xue Jianfeng Feng MDE 19 33 0 03 Dec 2021