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Evidential Deep Learning to Quantify Classification Uncertainty

5 June 2018

Papers citing "Evidential Deep Learning to Quantify Classification Uncertainty"

50 / 572 papers shown

Title
Defensive Perception: Estimation and Monitoring of Neural Network Performance under Deployment Hendrik Vogt Stefan A. Buehler Mark Schutera 75 0 0 11 Aug 2023
ELFNet: Evidential Local-global Fusion for Stereo MatchingIEEE International Conference on Computer Vision (ICCV), 2023 Jieming Lou Weide Liu Zhu Chen Fayao Liu Jun Cheng 213 35 0 01 Aug 2023
Dynamic ensemble selection based on Deep Neural Network Uncertainty Estimation for Adversarial Robustness Ruoxi Qin Linyuan Wang Xuehui Du Xing-yuan Chen Binghai Yan AAML 264 2 0 01 Aug 2023
Uncertainty-aware Unsupervised Multi-Object TrackingIEEE International Conference on Computer Vision (ICCV), 2023 Kai Liu Sheng Jin Zhihang Fu Ze Chen Rongxin Jiang Jieping Ye VOT MQ 209 14 0 28 Jul 2023
Continuous Time Evidential Distributions for Irregular Time Series Taylor W. Killian Haoran Zhang Thomas Hartvigsen Ava P. Amini OOD EDL 251 0 0 25 Jul 2023
Uncertainty-aware Grounded Action Transformation towards Sim-to-Real Transfer for Traffic Signal ControlIEEE Conference on Decision and Control (CDC), 2023 Longchao Da Hao Mei Romir Sharma Hua Wei 235 5 0 23 Jul 2023
EVIL: Evidential Inference Learning for Trustworthy Semi-supervised Medical Image SegmentationIEEE International Symposium on Biomedical Imaging (ISBI), 2023 Yingyu Chen Ziyuan Yang Chenyu Shen Zhiwen Wang Yang Qin Yi Zhang EDL UQCV 141 13 0 18 Jul 2023
Function-Space Regularization for Deep Bayesian Classification J. Lin Joe Watson Pascal Klink Jan Peters UQCV BDL 175 1 0 12 Jul 2023
A Multi-view Impartial Decision Network for Frontotemporal Dementia Diagnosis Guoyao Deng K. Zou Meng Wang Xuedong Yuan S. Ying Huazhu Fu 74 0 0 11 Jul 2023
Towards Building Self-Aware Object Detectors via Reliable Uncertainty Quantification and CalibrationComputer Vision and Pattern Recognition (CVPR), 2023 Kemal Oksuz Thomas Joy P. Dokania UQCV 211 20 0 03 Jul 2023
Domain Transfer Through Image-to-Image Translation for Uncertainty-Aware Prostate Cancer Classification Meng Zhou A. Jamzad J. Izard A. Menard R. Siemens P. Mousavi MedIm 315 0 0 02 Jul 2023
Evidential Detection and Tracking Collaboration: New Problem, Benchmark and Algorithm for Robust Anti-UAV System Xuefeng Zhu Tian-Hao Xu Jian-jun Zhao Jiawen Liu Kai Wang ... Qiang Wang Lei Jin Zhengyu Zhu Junliang Xing Xiaojun Wu 204 20 0 27 Jun 2023
A Reliable and Interpretable Framework of Multi-view Learning for Liver Fibrosis StagingInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023 Zheyao Gao Yuanye Liu Fuping Wu N. Shi Yuxin Shi Xiahai Zhuang EDL 98 19 0 21 Jun 2023
Computing a human-like reaction time metric from stable recurrent vision modelsNeural Information Processing Systems (NeurIPS), 2023 L. Goetschalckx L. Govindarajan A. Ashok A. Ahuja David L. Sheinberg Thomas Serre 178 12 0 20 Jun 2023
Learn to Accumulate Evidence from All Training Samples: Theory and PracticeInternational Conference on Machine Learning (ICML), 2023 Deepshikha Pandey Qi Yu EDL 204 24 0 19 Jun 2023
MUBen: Benchmarking the Uncertainty of Molecular Representation Models Yinghao Li Lingkai Kong Yuanqi Du Yue Yu Yuchen Zhuang Wenhao Mu Chao Zhang 181 15 0 14 Jun 2023
Estimating the Uncertainty in Emotion Attributes using Deep Evidential RegressionAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Wen Wu Chuxu Zhang P. Woodland UQCV UD EDL 119 16 0 11 Jun 2023
Uncertainty in Natural Language Processing: Sources, Quantification, and Applications Mengting Hu Zhen Zhang Shiwan Zhao Shiyu Huang Bingzhe Wu BDL 250 52 0 05 Jun 2023
dugMatting: Decomposed-Uncertainty-Guided MattingInternational Conference on Machine Learning (ICML), 2023 Jiawei Wu Changqing Zhang Zuoyong Li Huazhu Fu Xi Peng Qiufeng Wang 150 6 0 02 Jun 2023
Quantifying Deep Learning Model Uncertainty in Conformal Prediction Hamed Karimi Reza Samavi UQCV 131 16 0 01 Jun 2023
E-NER: Evidential Deep Learning for Trustworthy Named Entity RecognitionAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Zhen Zhang Mengting Hu Shiwan Zhao Shiyu Huang Mengting Hu Lemao Liu Zhirui Zhang Yanfeng Guo Bingzhe Wu EDL 214 15 0 29 May 2023
UMat: Uncertainty-Aware Single Image High Resolution Material CaptureComputer Vision and Pattern Recognition (CVPR), 2023 Carlos Rodriguez-Pardo Henar Dominguez-Elvira David Pascual-Hernández Elena Garces 212 16 0 25 May 2023
Cross-supervised Dual Classifiers for Semi-supervised Medical Image Segmentation Zhenxi Zhang Ran Ran Chunna Tian Heng Zhou Fan Yang Xin Li Zhicheng Jiao 262 2 0 25 May 2023
Gaussian Latent Representations for Uncertainty Estimation using Mahalanobis Distance in Deep Classifiers A. Venkataramanan Assia Benbihi Martin Laviale C´edric Pradalier UQCV 184 14 0 23 May 2023
Lightweight Delivery Detection on Doorbell CamerasIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023 Pirazh Khorramshahi Zhe Wu Tianchen Wang Luke Deluccia Hongcheng Wang 165 0 0 13 May 2023
Trustworthy Multi-phase Liver Tumor Segmentation via Evidence-based UncertaintyEngineering applications of artificial intelligence (Eng. Appl. Artif. Intell.), 2023 Chuanfei Hu Tianyi Xia Yingwei Cui Quchen Zou Yuan-Cheng Wang Wenbo Xiao Shenghong Ju Xinde Li EDL 231 45 0 09 May 2023
UQ for Credit Risk Management: A deep evidence regression approach Ashish Dhiman 94 0 0 08 May 2023
Uncertainty Quantification in Machine Learning for Engineering Design and Health Prognostics: A TutorialMechanical systems and signal processing (MSSP), 2023 V. Nemani Luca Biggio Xun Huan Zhen Hu Olga Fink Anh Tran Yan Wang Xiaoge Zhang Chao Hu AI4CE 246 118 0 07 May 2023
Inferential Moments of Uncertain Multivariable Systems Junheng Li 233 1 0 03 May 2023
ProPanDL: A Modular Architecture for Uncertainty-Aware Panoptic SegmentationCanadian Conference on Computer and Robot Vision (CRV), 2023 Jacob Deery Chang Won Lee Steven Waslander 152 2 0 17 Apr 2023
Exploring and Exploiting Uncertainty for Incomplete Multi-View ClassificationComputer Vision and Pattern Recognition (CVPR), 2023 Mengyao Xie Zongbo Han Changqing Zhang Yichen Bai Qinghua Hu UQCV EDL 662 23 0 11 Apr 2023
Uncertainty estimation in Deep Learning for Panoptic segmentation Michael J. Smith F. Ferrie OOD UQCV 162 0 0 04 Apr 2023
Beyond Unimodal: Generalising Neural Processes for Multimodal Uncertainty EstimationNeural Information Processing Systems (NeurIPS), 2023 M. Jung He Zhao Joanna Dipnall Lan Du UQCV BDL 230 11 0 04 Apr 2023
Uncertainty Propagation in Node ClassificationIndustrial Conference on Data Mining (IDM), 2022 Zhao Xu Carolin (Haas) Lawrence Ammar Shaker Raman Siarheyeu BDL UQCV 257 2 0 03 Apr 2023
A Survey of Historical Learning: Learning Models with Learning History Xiang Li Ge Wu Lingfeng Yang Wenzhe Wang Renjie Song Jian Yang MU AI4TS 217 2 0 23 Mar 2023
Adaptive Negative Evidential Deep Learning for Open-set Semi-supervised LearningAAAI Conference on Artificial Intelligence (AAAI), 2023 Yang Yu Danruo Deng Fu-Lun Liu Yueming Jin Qi Dou Guangyong Chen Pheng-Ann Heng EDL BDL 362 5 0 21 Mar 2023
Uncertainty-aware U-Net for Medical Landmark Detection Ziyang Ye Haiyang Yu Bin Li 125 2 0 18 Mar 2023
Uncertainty-informed Mutual Learning for Joint Medical Image Classification and SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023 Kai Ren K. Zou Xianjie Liu Yidi Chen Xuedong Yuan Xiaojing Shen Meng Wang Huazhu Fu EDL 163 18 0 17 Mar 2023
Reliable Multimodality Eye Disease Screening via Mixture of Student's t DistributionsInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023 K. Zou Tian Lin Xuedong Yuan Haoyu Chen Xiaojing Shen Meng Wang Huazhu Fu 180 3 0 17 Mar 2023
Long-tailed Classification from a Bayesian-decision-theory Perspective Bolian Li Ruqi Zhang 236 1 0 10 Mar 2023
EvCenterNet: Uncertainty Estimation for Object Detection using Evidential LearningIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2023 Monish R. Nallapareddy Kshitij Sirohi Paulo L. J. Drews-Jr Wolfram Burgard Chih-Hong Cheng Abhinav Valada EDL 159 12 0 06 Mar 2023
Knowledge-Enhanced Semi-Supervised Federated Learning for Aggregating Heterogeneous Lightweight Clients in IoTSDM (SDM), 2023 Yuan Liu Shenglai Zeng Zewei Long Yaqing Wang Houping Xiao Fenglong Ma 157 19 0 05 Mar 2023
Uncertainty Estimation by Fisher Information-based Evidential Deep LearningInternational Conference on Machine Learning (ICML), 2023 Danruo Deng Guangyong Chen Yang Yu Fu-Lun Liu Pheng-Ann Heng EDL UQCV FedML 429 67 0 03 Mar 2023
Toward Robust Uncertainty Estimation with Random Activation FunctionsAAAI Conference on Artificial Intelligence (AAAI), 2023 Y. Stoyanova Soroush Ghandi M. Tavakol UQCV 147 2 0 28 Feb 2023
Open Set Action Recognition via Multi-Label Evidential LearningComputer Vision and Pattern Recognition (CVPR), 2023 Chen Zhao Dawei Du A. Hoogs Christopher Funk EDL 147 35 0 27 Feb 2023
Dirichlet-based Uncertainty Calibration for Active Domain AdaptationInternational Conference on Learning Representations (ICLR), 2023 Mixue Xie Shuang Li Rui Zhang Chi Harold Liu UQCV 156 41 0 27 Feb 2023
Online Black-Box Confidence Estimation of Deep Neural Networks Fabian Woitschek G. Schneider UQCV 105 2 0 27 Feb 2023
A Survey on Uncertainty Quantification Methods for Deep Learning Wenchong He Zhe Jiang Tingsong Xiao Zelin Xu Yukun Li BDL UQCV AI4CE 633 53 0 26 Feb 2023
Credal Bayesian Deep Learning Michele Caprio Souradeep Dutta Kuk Jin Jang Vivian Lin Radoslav Ivanov O. Sokolsky Insup Lee OOD BDL UQCV 448 30 0 19 Feb 2023
Entity Aware Modelling: A Survey Rahul Ghosh Haoyu Yang A. Khandelwal Erhu He Arvind Renganathan Somya Sharma X. Jia Vipin Kumar 204 7 0 16 Feb 2023