Evidential Deep Learning to Quantify Classification Uncertainty

5 June 2018

Papers citing "Evidential Deep Learning to Quantify Classification Uncertainty"

50 / 487 papers shown

Title
Evidential uncertainty sampling for active learning A. Hoarau V. Lemaire Arnaud Martin Jean-Christophe Dubois Y. Gall UQCV EDL PER UD 26 1 0 21 Sep 2023
Using AI Uncertainty Quantification to Improve Human Decision-Making L. Marusich J. Bakdash Yan Zhou Murat Kantarcioglu 29 3 0 19 Sep 2023
Improving CLIP Robustness with Knowledge Distillation and Self-Training Clement Laroudie Andrei Bursuc Mai Lan Ha Gianni Franchi VLM 26 5 0 19 Sep 2023
Flexible Visual Recognition by Evidential Modeling of Confusion and Ignorance Lei Fan Bo Liu Haoxiang Li Ying Wu Gang Hua 31 4 0 14 Sep 2023
Contrastive Deep Encoding Enables Uncertainty-aware Machine-learning-assisted Histopathology Nirhoshan Sivaroopan Chamuditha Jayanga Chalani Ekanayake Hasindri Watawana Jathurshan Pradeepkumar Mithunjha Anandakumar Ranga Rodrigo Chamira U. S. Edussooriya D. Wadduwage MedIm UQCV 41 0 0 13 Sep 2023
Deep evidential fusion with uncertainty quantification and contextual discounting for multimodal medical image segmentation Ling Huang S. Ruan P. Decazes Thierry Denoeux EDL MedIm 25 1 0 12 Sep 2023
Continual Evidential Deep Learning for Out-of-Distribution Detection Eduardo Aguilar Bogdan Raducanu Petia Radeva Joost van de Weijer OODD EDL 22 7 0 06 Sep 2023
SOAR: Scene-debiasing Open-set Action Recognition Yuanhao Zhai Ziyi Liu Zhenyu Wu Yi Wu Chunluan Zhou David Doermann Junsong Yuan Gang Hua 21 11 0 03 Sep 2023
Uncertainty Aware Training to Improve Deep Learning Model Calibration for Classification of Cardiac MR Images Tareen Dawood Chia-Ju Chen B. Sidhu B. Ruijsink J. Gould ... Vishal S. Mehta C. Rinaldi Esther Puyol-Antón Reza Razavi A. King OOD 30 10 0 29 Aug 2023
Deep Evidential Learning for Bayesian Quantile Regression F. B. Hüttel Filipe Rodrigues Francisco Câmara Pereira UD EDL BDL UQCV 15 5 0 21 Aug 2023
Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression Xuanlong Yu Gianni Franchi Jindong Gu Emanuel Aldea UQCV 16 4 0 17 Aug 2023
DELO: Deep Evidential LiDAR Odometry using Partial Optimal Transport Sk Aziz Ali Djamila Aouada Gerd Reis D. Stricker 21 3 0 14 Aug 2023
Manifold DivideMix: A Semi-Supervised Contrastive Learning Framework for Severe Label Noise Fahimeh Fooladgar Minh Nguyen Nhat To P. Mousavi Purang Abolmaesumi NoLa 32 4 0 13 Aug 2023
Defensive Perception: Estimation and Monitoring of Neural Network Performance under Deployment Hendrik Vogt Stefan A. Buehler Mark Schutera 8 0 0 11 Aug 2023
ELFNet: Evidential Local-global Fusion for Stereo Matching Jieming Lou Weide Liu Zhu Chen Fayao Liu Jun Cheng 12 22 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 26 0 0 01 Aug 2023
Uncertainty-aware Unsupervised Multi-Object Tracking Kai Liu Sheng Jin Zhihang Fu Ze Chen Rongxin Jiang Jieping Ye VOT MQ 29 8 0 28 Jul 2023
Continuous Time Evidential Distributions for Irregular Time Series Taylor W. Killian Haoran Zhang Thomas Hartvigsen Ava P. Amini OOD EDL 39 0 0 25 Jul 2023
Uncertainty-aware Grounded Action Transformation towards Sim-to-Real Transfer for Traffic Signal Control Longchao Da Hao Mei Romir Sharma Hua Wei 36 2 0 23 Jul 2023
EVIL: Evidential Inference Learning for Trustworthy Semi-supervised Medical Image Segmentation Yingyu Chen Ziyuan Yang Chenyu Shen Zhiwen Wang Yang Qin Yi Zhang EDL UQCV 36 8 0 18 Jul 2023
Function-Space Regularization for Deep Bayesian Classification J. Lin Joe Watson Pascal Klink Jan Peters UQCV BDL 41 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 37 0 0 11 Jul 2023
Towards Building Self-Aware Object Detectors via Reliable Uncertainty Quantification and Calibration Kemal Oksuz Thomas Joy P. Dokania UQCV 23 16 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 51 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 37 9 0 27 Jun 2023
A Reliable and Interpretable Framework of Multi-view Learning for Liver Fibrosis Staging Zheyao Gao Yuanye Liu Fuping Wu N. Shi Yuxin Shi Xiahai Zhuang EDL 19 11 0 21 Jun 2023
Computing a human-like reaction time metric from stable recurrent vision models L. Goetschalckx L. Govindarajan A. Ashok A. Ahuja David L. Sheinberg Thomas Serre 30 7 0 20 Jun 2023
Learn to Accumulate Evidence from All Training Samples: Theory and Practice Deepshikha Pandey Qi Yu EDL 27 16 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 32 9 0 14 Jun 2023
Estimating the Uncertainty in Emotion Attributes using Deep Evidential Regression Wen Wu C. Zhang P. Woodland UQCV UD EDL 22 11 0 11 Jun 2023
Uncertainty in Natural Language Processing: Sources, Quantification, and Applications Mengting Hu Zhen Zhang Shiwan Zhao Minlie Huang Bingzhe Wu BDL 31 34 0 05 Jun 2023
dugMatting: Decomposed-Uncertainty-Guided Matting Jiawei Wu Changqing Zhang Zuoyong Li Huazhu Fu Xi Peng Qiufeng Wang 38 5 0 02 Jun 2023
Quantifying Deep Learning Model Uncertainty in Conformal Prediction Hamed Karimi Reza Samavi UQCV 11 9 0 01 Jun 2023
E-NER: Evidential Deep Learning for Trustworthy Named Entity Recognition Zhen Zhang Mengting Hu Shiwan Zhao Minlie Huang Haotian Wang Lemao Liu Zhirui Zhang Zhe Liu Bingzhe Wu EDL 38 10 0 29 May 2023
UMat: Uncertainty-Aware Single Image High Resolution Material Capture Carlos Rodriguez-Pardo Henar Dominguez-Elvira David Pascual-Hernández Elena Garces 22 15 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 31 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 39 7 0 23 May 2023
Lightweight Delivery Detection on Doorbell Cameras Pirazh Khorramshahi Zhe Wu Tianchen Wang Luke Deluccia Hongcheng Wang 14 0 0 13 May 2023
Trustworthy Multi-phase Liver Tumor Segmentation via Evidence-based Uncertainty Chuanfei Hu Tianyi Xia Yingwei Cui Quchen Zou Yuan-Cheng Wang Wenbo Xiao Shenghong Ju Xinde Li EDL 19 30 0 09 May 2023
UQ for Credit Risk Management: A deep evidence regression approach Ashish Dhiman 19 0 0 08 May 2023
Uncertainty Quantification in Machine Learning for Engineering Design and Health Prognostics: A Tutorial V. Nemani Luca Biggio Xun Huan Zhen Hu Olga Fink Anh Tran Yan Wang Xiaoge Zhang Chao Hu AI4CE 33 75 0 07 May 2023
Inferential Moments of Uncertain Multivariable Systems Junheng Li 28 1 0 03 May 2023
ProPanDL: A Modular Architecture for Uncertainty-Aware Panoptic Segmentation Jacob Deery Chang Won Lee Steven Waslander 26 2 0 17 Apr 2023
Exploring and Exploiting Uncertainty for Incomplete Multi-View Classification Mengyao Xie Zongbo Han Changqing Zhang Yichen Bai Qinghua Hu UQCV EDL 89 15 0 11 Apr 2023
Uncertainty estimation in Deep Learning for Panoptic segmentation Michael J. Smith F. Ferrie OOD UQCV 35 0 0 04 Apr 2023
Beyond Unimodal: Generalising Neural Processes for Multimodal Uncertainty Estimation M. Jung He Zhao Joanna Dipnall Lan Du UQCV BDL 29 8 0 04 Apr 2023
Uncertainty Propagation in Node Classification Zhao Xu Carolin (Haas) Lawrence Ammar Shaker Raman Siarheyeu BDL UQCV 50 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 31 2 0 23 Mar 2023
Adaptive Negative Evidential Deep Learning for Open-set Semi-supervised Learning Yang Yu Danruo Deng Fu-Lun Liu Yueming Jin Qi Dou Guangyong Chen Pheng-Ann Heng EDL BDL 35 3 0 21 Mar 2023
Uncertainty-aware U-Net for Medical Landmark Detection Ziyang Ye Haiyang Yu Bin Li 8 2 0 18 Mar 2023