Reducing Overconfidence Predictions for Autonomous Driving Perception

16 February 2022

Papers citing "Reducing Overconfidence Predictions for Autonomous Driving Perception"

7 / 7 papers shown

Title
Fine-Grained Uncertainty Quantification via Collisions Jesse Friedbaum S. Adiga Ravi Tandon 69 0 0 18 Nov 2024
Inherent Diverse Redundant Safety Mechanisms for AI-based Software Elements in Automotive Applications Mandar Pitale Alireza Abbaspour Devesh Upadhyay 35 4 0 13 Feb 2024
Reducing the False Positive Rate Using Bayesian Inference in Autonomous Driving Perception Gledson Melotti Johann J. S. Bastos Bruno L. S. da Silva Tiago Zanotelli C. Premebida 11 0 0 09 Sep 2023
Confidence Regularized Self-Training Yang Zou Zhiding Yu Xiaofeng Liu B. Kumar Jinsong Wang 233 789 0 26 Aug 2019
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,661 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,138 0 06 Jun 2015
Improving neural networks by preventing co-adaptation of feature detectors Geoffrey E. Hinton Nitish Srivastava A. Krizhevsky Ilya Sutskever Ruslan Salakhutdinov VLM 266 7,636 0 03 Jul 2012