Multivariate Confidence Calibration for Object Detection

28 April 2020

Papers citing "Multivariate Confidence Calibration for Object Detection"

28 / 78 papers shown

Title
Active Learning and Novel Model Calibration Measurements for Automated Visual Inspection in Manufacturing Jože M. Rožanec Luka Bizjak Elena Trajkova Patrik Zajec Jelle Keizer B. Fortuna Dunja Mladenić 54 11 0 12 Sep 2022
A Comprehensive Study of Real-Time Object Detection Networks Across Multiple Domains: A Survey Elahe Arani Shruthi Gowda Ratnajit Mukherjee Omar Magdy Senthilkumar S. Kathiresan Bahram Zonooz ObjD OOD 79 28 0 23 Aug 2022
Estimating Classification Confidence Using Kernel Densities P. Salamon David Salamon V. A. Cantu Michelle An Tyler Perry Robert A. Edwards A. Segall 62 0 0 13 Jul 2022
Task Agnostic Representation Consolidation: a Self-supervised based Continual Learning Approach Prashant Shivaram Bhat Bahram Zonooz Elahe Arani SSL CLL 66 14 0 13 Jul 2022
Consistency is the key to further mitigating catastrophic forgetting in continual learning Prashant Shivaram Bhat Bahram Zonooz Elahe Arani CLL 63 17 0 11 Jul 2022
Parametric and Multivariate Uncertainty Calibration for Regression and Object Detection Fabian Küppers Jonas Schneider Anselm Haselhoff UQCV 86 8 0 04 Jul 2022
Annotation Error Detection: Analyzing the Past and Present for a More Coherent Future Jan-Christoph Klie Bonnie Webber Iryna Gurevych 123 47 0 05 Jun 2022
Evaluating Uncertainty Calibration for Open-Set Recognition Zongyao Lyu Nolan B. Gutierrez William J. Beksi UQCV 59 0 0 15 May 2022
Confidence Calibration for Intent Detection via Hyperspherical Space and Rebalanced Accuracy-Uncertainty Loss Yantao Gong Cao Liu Fan Yang Xunliang Cai Guanglu Wan Jiansong Chen Weipeng Zhang Houfeng Wang UQCV 60 2 0 17 Mar 2022
Confidence Calibration for Object Detection and Segmentation Fabian Küppers Anselm Haselhoff Jan Kronenberger Jonas Schneider UQCV 57 5 0 25 Feb 2022
Discrete-Event Controller Synthesis for Autonomous Systems with Deep-Learning Perception Components R. Calinescu Calum Imrie Ravi Mangal Genaína Nunes Rodrigues C. Păsăreanu Misael Alpizar Santana Gricel Vázquez 54 13 0 07 Feb 2022
A Comprehensive Study of Vision Transformers on Dense Prediction Tasks Kishaan Jeeveswaran Senthilkumar S. Kathiresan Arnav Varma Omar Magdy Bahram Zonooz Elahe Arani ViT 51 10 0 21 Jan 2022
The Box Size Confidence Bias Harms Your Object Detector Johannes Gilg Torben Teepe Fabian Herzog Gerhard Rigoll ObjD 66 4 0 03 Dec 2021
Post-hoc Models for Performance Estimation of Machine Learning Inference Xuechen Zhang Samet Oymak Jiasi Chen UQCV 54 5 0 06 Oct 2021
Synergizing between Self-Training and Adversarial Learning for Domain Adaptive Object Detection Muhammad Akhtar Munir M. H. Khan M. Sarfraz Mohsen Ali ObjD 70 53 0 01 Oct 2021
Bayesian Confidence Calibration for Epistemic Uncertainty Modelling Fabian Küppers Jan Kronenberger Jonas Schneider Anselm Haselhoff UQCV BDL 73 8 0 21 Sep 2021
Connecting Low-Loss Subspace for Personalized Federated Learning S. Hahn Minwoo Jeong Junghye Lee FedML 94 19 0 16 Sep 2021
How to Certify Machine Learning Based Safety-critical Systems? A Systematic Literature Review Florian Tambon Gabriel Laberge Le An Amin Nikanjam Paulina Stevia Nouwou Mindom Y. Pequignot Foutse Khomh G. Antoniol E. Merlo François Laviolette 113 70 0 26 Jul 2021
Gradient-Based Quantification of Epistemic Uncertainty for Deep Object Detectors Tobias Riedlinger Matthias Rottmann Marius Schubert Hanno Gottschalk BDL UQCV 40 13 0 09 Jul 2021
False Negative Reduction in Video Instance Segmentation using Uncertainty Estimates Kira Maag UQCV 59 6 0 28 Jun 2021
Can a single neuron learn predictive uncertainty? Edgardo Solano-Carrillo UQCV 74 1 0 07 Jun 2021
Fair-Net: A Network Architecture For Reducing Performance Disparity Between Identifiable Sub-Populations Arghya Datta S. Joshua Swamidass 42 8 0 01 Jun 2021
Inspect, Understand, Overcome: A Survey of Practical Methods for AI Safety Sebastian Houben Stephanie Abrecht Maram Akila Andreas Bär Felix Brockherde ... Serin Varghese Michael Weber Sebastian J. Wirkert Tim Wirtz Matthias Woehrle AAML 126 58 0 29 Apr 2021
Evaluating Large-Vocabulary Object Detectors: The Devil is in the Details Achal Dave Piotr Dollár Deva Ramanan A. Kirillov Ross B. Girshick ObjD VLM 87 53 0 01 Feb 2021
From Black-box to White-box: Examining Confidence Calibration under different Conditions Franziska Schwaiger Maximilian Henne Fabian Küppers Felippe Schmoeller da Roza Karsten Roscher Anselm Haselhoff 73 10 0 08 Jan 2021
Improving Video Instance Segmentation by Light-weight Temporal Uncertainty Estimates Kira Maag Matthias Rottmann Serin Varghese Fabian Hüger Peter Schlicht Hanno Gottschalk UQCV 79 12 0 14 Dec 2020
MetaDetect: Uncertainty Quantification and Prediction Quality Estimates for Object Detection Marius Schubert Karsten Kahl Matthias Rottmann UQCV 128 25 0 04 Oct 2020
Probabilistic Spatial Transformer Networks Pola Schwobel Frederik Warburg Martin Jørgensen Kristoffer Hougaard Madsen Søren Hauberg 74 8 0 07 Apr 2020