Evidential Deep Learning to Quantify Classification Uncertainty

5 June 2018

Papers citing "Evidential Deep Learning to Quantify Classification Uncertainty"

50 / 487 papers shown

Title
COME: Test-time adaption by Conservatively Minimizing Entropy Qingyang Zhang Yatao Bian Xinke Kong Peilin Zhao Changqing Zhang OOD TTA 81 1 0 12 Oct 2024
GETS: Ensemble Temperature Scaling for Calibration in Graph Neural Networks Dingyi Zhuang Chonghe Jiang Yunhan Zheng Shenhao Wang Jinhua Zhao UQCV 39 0 0 12 Oct 2024
Adaptive Label Smoothing for Out-of-Distribution Detection Mingle Xu Jaehwan Lee Sook Yoon D. Park OODD 28 2 0 08 Oct 2024
Dynamic Evidence Decoupling for Trusted Multi-view Learning Ying Liu Lihong Liu Cai Xu Xiangyu Song Ziyu Guan Wei Zhao EDL 32 3 0 04 Oct 2024
Revisiting Essential and Nonessential Settings of Evidential Deep Learning Mengyuan Chen Junyu Gao Changsheng Xu EDL 43 1 0 01 Oct 2024
DOTA: Distributional Test-Time Adaptation of Vision-Language Models Zongbo Han Jialong Yang Junfan Li Qinghua Hu Qianli Xu Mike Zheng Shou Changqing Zhang TTA VLM 46 2 0 28 Sep 2024
MambaEviScrib: Mamba and Evidence-Guided Consistency Enhance CNN Robustness for Scribble-Based Weakly Supervised Ultrasound Image Segmentation Xiaoxiang Han Xinyu Li Jiang Shang Yiman Liu Keyan Chen Qiaohong Liu Qi Zhang Qi Zhang Mamba 22 0 0 28 Sep 2024
Face Forgery Detection with Elaborate Backbone Zonghui Guo Y. Liu Jie Zhang Haiyong Zheng Shiguang Shan AAML CVBM 28 1 0 25 Sep 2024
Trustworthy Hate Speech Detection Through Visual Augmentation Ziyuan Yang Ming Yan Yingyu Chen Hui Wang Zexin Lu Yi Zhang 16 0 0 20 Sep 2024
Uncertainty-Guided Self-Questioning and Answering for Video-Language Alignment Jin Chen Kaijing Ma Haojian Huang Jiayu Shen Han Fang Xianghao Zang Chao Ban 79 2 0 17 Sep 2024
Uncertainty-Guided Appearance-Motion Association Network for Out-of-Distribution Action Detection Xiang Fang Arvind Easwaran B. Genest 36 4 0 16 Sep 2024
Uncertainty Estimation by Density Aware Evidential Deep Learning Taeseong Yoon Heeyoung Kim EDL UQCV 34 1 0 13 Sep 2024
DDEvENet: Evidence-based Ensemble Learning for Uncertainty-aware Brain Parcellation Using Diffusion MRI Chenjun Li Dian Yang Shun Yao Shuyue Wang Ye Wu ... C. Westin L. O’Donnell N. Sochen O. Pasternak Fan Zhang UQCV 42 0 0 11 Sep 2024
Towards Robust Uncertainty-Aware Incomplete Multi-View Classification Mulin. Chen Haojian Huang Qiang Li UQCV 28 1 0 10 Sep 2024
A Comprehensive Survey on Evidential Deep Learning and Its Applications Junyu Gao Mengyuan Chen Liangyu Xiang Changsheng Xu EDL BDL UQCV 42 5 0 07 Sep 2024
CUQ-GNN: Committee-based Graph Uncertainty Quantification using Posterior Networks C. Damke Eyke Hüllermeier BDL 32 0 0 06 Sep 2024
Evidential Transformers for Improved Image Retrieval Danilo Dordevic Suryansh Kumar ViT 38 0 0 02 Sep 2024
UTrack: Multi-Object Tracking with Uncertain Detections Edgardo Solano-Carrillo Felix Sattler Antje Alex Alexander Klein Bruno Pereira Costa Ángel Bueno Rodríguez Jannis Stoppe VOT 36 1 0 30 Aug 2024
Beyond Uncertainty: Evidential Deep Learning for Robust Video Temporal Grounding Kaijing Ma Haojian Huang Jin Chen Haodong Chen Pengliang Ji ... Han Fang Chao Ban Hao Sun Mulin. Chen Xuelong Li 37 7 0 29 Aug 2024
Examining Independence in Ensemble Sentiment Analysis: A Study on the Limits of Large Language Models Using the Condorcet Jury Theorem Baptiste Lefort Eric Benhamou Jean-Jacques Ohana B. Guez David Saltiel Thomas Jacquot 15 0 0 26 Aug 2024
Enhancing Adaptive Deep Networks for Image Classification via Uncertainty-aware Decision Fusion Xu Zhang Zhipeng Xie Haiyang Yu Qitong Wang Peng Wang Wei Wang 29 0 0 25 Aug 2024
Transforming Location Retrieval at Airbnb: A Journey from Heuristics to Reinforcement Learning Dillon Davis Huiji Gao Weiwei Guo Thomas Legrand Malay Haldar Alex Deng Han Zhao Liwei He Sanjeev Katariya 32 0 0 23 Aug 2024
Evidential Deep Partial Multi-View Classification With Discount Fusion Haojian Huang Zhe Liu S. Letchmunan Muhammet Deveci Mingwei Lin Weizhong Wang 40 4 0 23 Aug 2024
How disentangled are your classification uncertainties? Ivo Pascal de Jong A. Sburlea Matias Valdenegro-Toro UQCV UD PER 23 2 0 22 Aug 2024
UAHOI: Uncertainty-aware Robust Interaction Learning for HOI Detection Mu Chen Minghan Chen Yi Yang 49 4 0 14 Aug 2024
RSEA-MVGNN: Multi-View Graph Neural Network with Reliable Structural Enhancement and Aggregation Junyu Chen Long Shi Badong Chen 26 0 0 14 Aug 2024
Uncertainty-Informed Volume Visualization using Implicit Neural Representation Shanu Saklani Chitwan Goel Shrey Bansal Zhe Wang Soumya Dutta Tushar M. Athawale D. Pugmire Christopher R. Johnson 37 0 0 12 Aug 2024
M2EF-NNs: Multimodal Multi-instance Evidence Fusion Neural Networks for Cancer Survival Prediction Hui Luo Jiashuang Huang Hengrong Ju Tianyi Zhou Weiping Ding 36 0 0 08 Aug 2024
Gaussian Mixture based Evidential Learning for Stereo Matching Weide Liu Xingxing Wang Lu Wang Jun Cheng Fayao Liu Xulei Yang 26 0 0 05 Aug 2024
Perception Matters: Enhancing Embodied AI with Uncertainty-Aware Semantic Segmentation Sai Prasanna Daniel Honerkamp Kshitij Sirohi Tim Welschehold Wolfram Burgard Abhinav Valada 39 1 0 05 Aug 2024
Harnessing Uncertainty-aware Bounding Boxes for Unsupervised 3D Object Detection A. Benfenati P. Causin Hang Yu Zhedong Zheng 3DPC 42 2 0 01 Aug 2024
Confidence Estimation for Automatic Detection of Depression and Alzheimer's Disease Based on Clinical Interviews Wen Wu C. Zhang P. Woodland 35 1 0 29 Jul 2024
X-Fake: Juggling Utility Evaluation and Explanation of Simulated SAR Images Zhongling Huang Yihan Zhuang Zipei Zhong Feng Xu Gong Cheng Junwei Han 19 1 0 28 Jul 2024
Uncertainty-Aware Deep Neural Representations for Visual Analysis of Vector Field Data Atul Kumar S. Garg Soumya Dutta 45 0 0 23 Jul 2024
Deep Uncertainty-Based Explore for Index Construction and Retrieval in Recommendation System Xin Jiang Kaiqiang Wang Yinlong Wang Fengchang Lv Taiyang Peng Shuai Yang Xianteng Wu Pengye Zhang Shuo Yuan Yifan Zeng 29 0 0 22 Jul 2024
On the Calibration of Epistemic Uncertainty: Principles, Paradoxes and Conflictual Loss Mohammed Fellaji Frédéric Pennerath Brieuc Conan-Guez Miguel Couceiro UQCV 43 1 0 16 Jul 2024
Expert-aware uncertainty estimation for quality control of neural-based blood typing E.E. Zaychenkova Dmitrii Iarchuk S.A. Korchagin Alexey Zaitsev Egor Ershov 46 0 0 15 Jul 2024
Cross Domain Object Detection via Multi-Granularity Confidence Alignment based Mean Teacher Jiangming Chen Li Liu Wanxia Deng Zhen Liu Yu Liu Yingmei Wei Yongxiang Liu 49 0 0 10 Jul 2024
Trustworthy Contrast-enhanced Brain MRI Synthesis Jiyao Liu Yuxin Li Shangqi Gao Yuncheng Zhou Xin Gao Ningsheng Xu Xiao-Yong Zhang Xiahai Zhuang MedIm 28 1 0 10 Jul 2024
Efficient Nearest Neighbor based Uncertainty Estimation for Natural Language Processing Tasks Wataru Hashimoto Hidetaka Kamigaito Taro Watanabe 57 0 0 02 Jul 2024
Cross-Slice Attention and Evidential Critical Loss for Uncertainty-Aware Prostate Cancer Detection A. Hung Haoxin Zheng Kai Zhao Kaifeng Pang D. Terzopoulos Kyunghyun Sung EDL MedIm 40 1 0 01 Jul 2024
Are you sure? Analysing Uncertainty Quantification Approaches for Real-world Speech Emotion Recognition Oliver Schrufer M. Milling Felix Burkhardt F. Eyben Björn Schuller 27 3 0 01 Jul 2024
Neuro-Symbolic Fusion of Wi-Fi Sensing Data for Passive Radar with Inter-Modal Knowledge Transfer Marco Cominelli Francesco Gringoli Lance M. Kaplan Mani B. Srivastava Trevor Bihl Erik P. Blasch Nandini Iyer Federico Cerutti 18 0 0 01 Jul 2024
Accurate Passive Radar via an Uncertainty-Aware Fusion of Wi-Fi Sensing Data Marco Cominelli Francesco Gringoli Lance M. Kaplan Mani B. Srivastava Federico Cerutti 23 6 0 01 Jul 2024
Evidential Concept Embedding Models: Towards Reliable Concept Explanations for Skin Disease Diagnosis Yibo Gao Zheyao Gao Xin Gao Yuanye Liu Bomin Wang Xiahai Zhuang 28 1 0 27 Jun 2024
Unveiling the Unknown: Conditional Evidence Decoupling for Unknown Rejection Zhaowei Wu Binyi Su Hua Zhang Zhong Zhou EDL 46 0 0 26 Jun 2024
Cascade Reward Sampling for Efficient Decoding-Time Alignment Bolian Li Yifan Wang A. Grama Ruqi Zhang Ruqi Zhang AI4TS 47 9 0 24 Jun 2024
Latent Variable Sequence Identification for Cognitive Models with Neural Bayes Estimation Ti-Fen Pan Jing-Jing Li Bill Thompson Anne Collins BDL 29 0 0 20 Jun 2024
Evidential Uncertainty Sets in Deep Classifiers Using Conformal Prediction Hamed Karimi Reza Samavi BDL EDL UQCV 35 1 0 16 Jun 2024
Robust quantum dots charge autotuning using neural networks uncertainty Victor Yon Bastien Galaup Claude Rohrbacher J. Rivard Clément Godfrin ... Louis Gaudreau Eva Dupont-Ferrier Y. Beilliard R. Melko Dominique Drouin 26 1 0 07 Jun 2024