Prediction Surface Uncertainty Quantification in Object Detection Models for Autonomous Driving

11 July 2021

Papers citing "Prediction Surface Uncertainty Quantification in Object Detection Models for Autonomous Driving"

9 / 9 papers shown

Title
Assessing the Uncertainty and Robustness of Object Detection Models for Detecting Stickers on Laptops Chengjie Lu Jiahui Wu Shaukat Ali Mikkel Labori Olsen UQCV 32 3 0 22 Aug 2024
UncertaintyTrack: Exploiting Detection and Localization Uncertainty in Multi-Object Tracking Chang Won Lee Steven L. Waslander VOT 31 2 0 19 Feb 2024
Uncertainty Aware Deep Learning Model for Secure and Trustworthy Channel Estimation in 5G Networks Ferhat Ozgur Catak Marc Brittain Murat Kuzlu Christine Serres UQCV 22 1 0 04 May 2023
Adopting Two Supervisors for Efficient Use of Large-Scale Remote Deep Neural Networks Michael Weiss Paolo Tonella AI4CE 21 0 0 05 Apr 2023
Uncertainty Quantification for Deep Neural Networks: An Empirical Comparison and Usage Guidelines Michael Weiss Paolo Tonella BDL UQCV 30 11 0 14 Dec 2022
Generating and Detecting True Ambiguity: A Forgotten Danger in DNN Supervision Testing Michael Weiss A. Gómez Paolo Tonella AAML 18 6 0 21 Jul 2022
A Survey on Epistemic (Model) Uncertainty in Supervised Learning: Recent Advances and Applications Xinlei Zhou Han Liu Farhad Pourpanah T. Zeng Xizhao Wang UQCV UD 29 58 0 03 Nov 2021
An Uncertainty-aware Loss Function for Training Neural Networks with Calibrated Predictions Afshar Shamsi Hamzeh Asgharnezhad AmirReza Tajally Saeid Nahavandi Henry Leung UQCV 46 6 0 07 Oct 2021
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,683 0 05 Dec 2016