Confidence Calibration for Convolutional Neural Networks Using
Structured Dropout

Confidence Calibration for Convolutional Neural Networks Using Structured Dropout

23 June 2019

ArXiv (abs)PDF HTML

Papers citing "Confidence Calibration for Convolutional Neural Networks Using Structured Dropout"

14 / 14 papers shown

Title
Hardware-Aware Neural Dropout Search for Reliable Uncertainty Prediction on FPGA Zehuan Zhang Hongxiang Fan Hao Mark Chen Lukasz Dudziak Wayne Luk BDL 70 0 0 23 Jun 2024
Multiclass Confidence and Localization Calibration for Object Detection Bimsara Pathiraja Malitha Gunawardhana M. H. Khan UQCV 95 15 0 14 Jun 2023
A Unified Benchmark for the Unknown Detection Capability of Deep Neural Networks Jihyo Kim Jiin Koo Sangheum Hwang UQCV 81 20 0 01 Dec 2021
The Devil is in the Margin: Margin-based Label Smoothing for Network Calibration Bingyuan Liu Ismail Ben Ayed Adrian Galdran Jose Dolz UQCV 109 72 0 30 Nov 2021
Marginally calibrated response distributions for end-to-end learning in autonomous driving Clara Hoffmann Nadja Klein 87 2 0 03 Oct 2021
Learning from Matured Dumb Teacher for Fine Generalization Heeseung Jung Kangil Kim Hoyong Kim Jong-Hun Shin 73 2 0 12 Aug 2021
A Survey of Uncertainty in Deep Neural Networks J. Gawlikowski Cedrique Rovile Njieutcheu Tassi Mohsin Ali Jongseo Lee Matthias Humt ... R. Roscher Muhammad Shahzad Wen Yang R. Bamler Xiaoxiang Zhu BDL UQCV OOD 242 1,174 0 07 Jul 2021
Taxonomy of Machine Learning Safety: A Survey and Primer Sina Mohseni Haotao Wang Zhiding Yu Chaowei Xiao Zhangyang Wang J. Yadawa 91 32 0 09 Jun 2021
Ex uno plures: Splitting One Model into an Ensemble of Subnetworks Zhilu Zhang Vianne R. Gao M. Sabuncu UQCV 96 6 0 09 Jun 2021
Learning to Cascade: Confidence Calibration for Improving the Accuracy and Computational Cost of Cascade Inference Systems Shohei Enomoto Takeharu Eda UQCV 82 17 0 15 Apr 2021
Ensembling Low Precision Models for Binary Biomedical Image Segmentation Tianyu Ma Hang Zhang Hanley Ong Amar Vora Thanh D. Nguyen Ajay Gupta Yi Wang M. Sabuncu UQCV 41 13 0 16 Oct 2020
Intelligence plays dice: Stochasticity is essential for machine learning M. Sabuncu 127 6 0 17 Aug 2020
Confidence-Aware Learning for Deep Neural Networks J. Moon Jihyo Kim Younghak Shin Sangheum Hwang UQCV 99 150 0 03 Jul 2020
DropCluster: A structured dropout for convolutional networks Liyang Chen P. Gautier Sergul Aydore 47 11 0 07 Feb 2020