Learning an Uncertainty-Aware Object Detector for Autonomous Driving

24 October 2019

Papers citing "Learning an Uncertainty-Aware Object Detector for Autonomous Driving"

19 / 19 papers shown

Title
Cooperative Bayesian and variance networks disentangle aleatoric and epistemic uncertainties Jiaxiang Yi Miguel A. Bessa UD PER UQCV 46 0 0 05 May 2025
Object criticality for safer navigation Andrea Ceccarelli Leonardo Montecchi 41 0 0 25 Apr 2024
Safety Implications of Explainable Artificial Intelligence in End-to-End Autonomous Driving Shahin Atakishiyev Mohammad Salameh Randy Goebel 69 6 0 18 Mar 2024
Asynchronous Multiple LiDAR-Inertial Odometry using Point-wise Inter-LiDAR Uncertainty Propagation M. Jung Sangwoo Jung Ayoung Kim 25 16 0 26 May 2023
Efficient Transformer-based 3D Object Detection with Dynamic Token Halting Mao Ye Gregory P. Meyer Yuning Chai Qiang Liu 32 8 0 09 Mar 2023
Uncertainty-Aware AB3DMOT by Variational 3D Object Detection Illia Oleksiienko Alexandros Iosifidis 3DPC 33 1 0 12 Feb 2023
Variational Voxel Pseudo Image Tracking Illia Oleksiienko Paraskevi Nousi Nikolaos Passalis Anastasios Tefas Alexandros Iosifidis 24 1 0 12 Feb 2023
Estimating Regression Predictive Distributions with Sample Networks Ali Harakeh Jordan S. K. Hu Naiqing Guan Steven L. Waslander Liam Paull BDL UQCV 24 4 0 24 Nov 2022
Uncertainty Quantification of Collaborative Detection for Self-Driving Sanbao Su Yiming Li Sihong He Songyang Han Chen Feng Caiwen Ding Fei Miao 50 53 0 16 Sep 2022
GLENet: Boosting 3D Object Detectors with Generative Label Uncertainty Estimation Yifan Zhang Qijian Zhang Zhiyu Zhu Junhui Hou Yixuan Yuan 3DPC 39 52 0 06 Jul 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 37 329 0 15 Mar 2022
MVFuseNet: Improving End-to-End Object Detection and Motion Forecasting through Multi-View Fusion of LiDAR Data A. Laddha Shivam Gautam Stefan Palombo Shreyash Pandey Carlos Vallespi-Gonzalez 3DPC 99 29 0 21 Apr 2021
Deep Continuous Fusion for Multi-Sensor 3D Object Detection Ming Liang Binh Yang Shenlong Wang R. Urtasun 3DPC 208 840 0 20 Dec 2020
A Review and Comparative Study on Probabilistic Object Detection in Autonomous Driving Di Feng Ali Harakeh Steven Waslander Klaus C. J. Dietmayer AAML UQCV EDL 24 223 0 20 Nov 2020
LiRaNet: End-to-End Trajectory Prediction using Spatio-Temporal Radar Fusion Meet Shah Zhi-ling Huang A. Laddha Matthew Langford B. Barber Sidney Zhang Carlos Vallespi-Gonzalez R. Urtasun 27 36 0 02 Oct 2020
Towards Better Performance and More Explainable Uncertainty for 3D Object Detection of Autonomous Vehicles Hujie Pan Zining Wang Wei Zhan M. Tomizuka UQCV 3DPC 28 27 0 22 Jun 2020
BirdNet: a 3D Object Detection Framework from LiDAR information Jorge Beltrán Carlos Guindel Francisco Miguel Moreno Daniel Cruzado F. García A. D. L. Escalera 3DPC 142 251 0 03 May 2018
Bayesian Convolutional Neural Networks with Bernoulli Approximate Variational Inference Y. Gal Zoubin Ghahramani UQCV BDL 197 745 0 06 Jun 2015
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,138 0 06 Jun 2015