Confidence Calibration and Predictive Uncertainty Estimation for Deep Medical Image Segmentation

29 November 2019

Purang Abolmaesumi

Papers citing "Confidence Calibration and Predictive Uncertainty Estimation for Deep Medical Image Segmentation"

50 / 73 papers shown

Title
Uncertainty-Guided Coarse-to-Fine Tumor Segmentation with Anatomy-Aware Post-Processing I. Isler David Mohaisen C. Lisle D. Turgut Ulas Bagci 31 0 0 16 Apr 2025
Understanding the Capabilities and Limitations of Weak-to-Strong Generalization Wei Yao Wenkai Yang ziqi wang Yankai Lin Yong Liu ELM 105 1 0 03 Feb 2025
Pretraining with random noise for uncertainty calibration Jeonghwan Cheon Se-Bum Paik OnRL 41 0 0 23 Dec 2024
Divergent Ensemble Networks: Enhancing Uncertainty Estimation with Shared Representations and Independent Branching Arnav Kharbanda Advait Chandorkar UQCV 67 0 0 02 Dec 2024
A Review of Bayesian Uncertainty Quantification in Deep Probabilistic Image Segmentation M. Valiuddin R. V. Sloun C.G.A. Viviers Peter H. N. de With Fons van der Sommen UQCV 91 1 0 25 Nov 2024
Trends, Challenges, and Future Directions in Deep Learning for Glaucoma: A Systematic Review Mahtab Faraji Homa Rashidisabet George R. Nahass R. Chan Thasarat S Vajaranant Darvin Yi 32 0 0 07 Nov 2024
Adaptive Learn-then-Test: Statistically Valid and Efficient Hyperparameter Selection Matteo Zecchin Sangwoo Park Osvaldo Simeone LM&MA 72 3 0 24 Sep 2024
Improving Uncertainty-Error Correspondence in Deep Bayesian Medical Image Segmentation P. Mody Nicolas F. Chaves-de-Plaza Chinmay Rao Eleftheria Astrenidou M. de Ridder N. Hoekstra Klaus Hildebrandt Marius Staring UQCV 24 0 0 05 Sep 2024
Predictive uncertainty estimation in deep learning for lung carcinoma classification in digital pathology under real dataset shifts A. Fayjie Jutika Borah F. Carbone Jan Tack Patrick Vandewalle OOD UQCV 33 2 0 15 Aug 2024
Dimensionality Reduction and Nearest Neighbors for Improving Out-of-Distribution Detection in Medical Image Segmentation M. Woodland Nihil Patel Austin Castelo Mais Al Taie Mohamed Eltaher ... Nakul Gupta David Victor Laura Beretta Ankit B. Patel Kristy K. Brock OOD 29 0 0 05 Aug 2024
Multimodal Data Integration for Precision Oncology: Challenges and Future Directions Huajun Zhou Fengtao Zhou Chenyu Zhao Yingxue Xu Luyang Luo Hao Chen 32 5 0 28 Jun 2024
Test-Time Generative Augmentation for Medical Image Segmentation Xiao Ma Yuhui Tao Yuhan Zhang Zexuan Ji Yizhe Zhang Qiang Chen MedIm 44 0 0 25 Jun 2024
Reassessing How to Compare and Improve the Calibration of Machine Learning Models M. Chidambaram Rong Ge 68 1 0 06 Jun 2024
Comparative Benchmarking of Failure Detection Methods in Medical Image Segmentation: Unveiling the Role of Confidence Aggregation M. Zenk David Zimmerer Fabian Isensee Jeremias Traub T. Norajitra Paul F. Jäger Klaus H. Maier-Hein 51 4 0 05 Jun 2024
On Calibration of Object Detectors: Pitfalls, Evaluation and Baselines Selim Kuzucu Kemal Oksuz Jonathan Sadeghi P. Dokania 39 4 0 30 May 2024
Out-of-distribution Detection in Medical Image Analysis: A survey Zesheng Hong Yubiao Yue Yubin Chen Lele Cong Huanjie Lin ... Jialong Xu Xiaoqi Yang Hechang Chen Zhenzhang Li Sihong Xie OOD 42 5 0 28 Apr 2024
Calib3D: Calibrating Model Preferences for Reliable 3D Scene Understanding Lingdong Kong Xiang Xu Jun Cen Wenwei Zhang Liang Pan Kai-xiang Chen Ziwei Liu 50 5 0 25 Mar 2024
Average Calibration Error: A Differentiable Loss for Improved Reliability in Image Segmentation Theodore Barfoot Luis C. García-Peraza-Herrera Ben Glocker Tom Vercauteren UQCV 43 3 0 11 Mar 2024
Bayesian Uncertainty Estimation by Hamiltonian Monte Carlo: Applications to Cardiac MRI Segmentation Yidong Zhao João Tourais Iain Pierce Christian Nitsche T. Treibel Sebastian Weingartner Artur M. Schweidtmann Qian Tao BDL UQCV 43 5 0 04 Mar 2024
Explaining Predictive Uncertainty by Exposing Second-Order Effects Florian Bley Sebastian Lapuschkin Wojciech Samek G. Montavon 32 2 0 30 Jan 2024
Neighbor-Aware Calibration of Segmentation Networks with Penalty-Based Constraints Balamurali Murugesan Sukesh Adiga Vasudeva Bingyuan Liu H. Lombaert Ismail Ben Ayed Jose Dolz UQCV 42 5 0 25 Jan 2024
Uncertainty estimates for semantic segmentation: providing enhanced reliability for automated motor claims handling Jan Küchler Daniel Kröll S. Schoenen Andreas Witte UQCV 37 1 0 17 Jan 2024
ValUES: A Framework for Systematic Validation of Uncertainty Estimation in Semantic Segmentation Kim-Celine Kahl Carsten T. Lüth M. Zenk Klaus Maier-Hein Paul F. Jaeger UQCV 27 16 0 16 Jan 2024
VSR-Net: Vessel-like Structure Rehabilitation Network with Graph Clustering Haili Ye Xiaoqing Zhang Yan Hu Huazhu Fu Jiang-Dong Liu 40 4 0 20 Dec 2023
Deep Active Perception for Object Detection using Navigation Proposals Stefanos Ginargiros Nikolaos Passalis Anastasios Tefas ObjD 18 0 0 15 Dec 2023
SQA-SAM: Segmentation Quality Assessment for Medical Images Utilizing the Segment Anything Model Yizhe Zhang Shuo Wang Tao Zhou Qingquan Dou D. Z. Chen 35 1 0 15 Dec 2023
On the Overconfidence Problem in Semantic 3D Mapping J. M. C. Marques Albert Zhai Shenlong Wang Kris K. Hauser 3DPC 21 5 0 16 Nov 2023
A comprehensive survey on deep active learning in medical image analysis Haoran Wang Q. Jin Shiman Li Siyu Liu Manning Wang Zhijian Song VLM 46 22 0 22 Oct 2023
A review of uncertainty quantification in medical image analysis: probabilistic and non-probabilistic methods Ling Huang S. Ruan Yucheng Xing Mengling Feng 38 20 0 09 Oct 2023
Understanding Calibration of Deep Neural Networks for Medical Image Classification A. Sambyal Usma Niyaz N. C. Krishnan Deepti R. Bathula 14 7 0 22 Sep 2023
You can have your ensemble and run it too -- Deep Ensembles Spread Over Time Isak Meding Alexander Bodin Adam Tonderski Joakim Johnander Christoffer Petersson Lennart Svensson OOD UQCV 11 1 0 20 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
Bayesian uncertainty-weighted loss for improved generalisability on polyp segmentation task Rebecca S Stone P. E. Chavarrias-Solano A. Bulpitt David C. Hogg Sharib Ali UQCV 46 0 0 13 Sep 2023
Temporal Uncertainty Localization to Enable Human-in-the-loop Analysis of Dynamic Contrast-enhanced Cardiac MRI Datasets D. M. Yalcinkaya Khalid Youssef Bobak Heydari Orlando Simonetti R. Dharmakumar Subha V. Raman Behzad Sharif 7 0 0 25 Aug 2023
ACLS: Adaptive and Conditional Label Smoothing for Network Calibration Hyekang Park Jongyoun Noh Youngmin Oh Donghyeon Baek Bumsub Ham UQCV 36 12 0 23 Aug 2023
Calibrating Uncertainty for Semi-Supervised Crowd Counting Chen Li Xiaoling Hu Shahira Abousamra Chao Chen 26 20 0 19 Aug 2023
Benchmarking Scalable Epistemic Uncertainty Quantification in Organ Segmentation Jadie Adams Shireen Elhabian UQCV 18 5 0 15 Aug 2023
Boundary-weighted logit consistency improves calibration of segmentation networks Neerav Karani Neel Dey Polina Golland 19 3 0 16 Jul 2023
A Review of Uncertainty Estimation and its Application in Medical Imaging K. Zou Zhihao Chen Xuedong Yuan Xiaojing Shen Meng Wang Huazhu Fu UQCV 43 86 0 16 Feb 2023
Jaccard Metric Losses: Optimizing the Jaccard Index with Soft Labels Zifu Wang Xuefei Ning Matthew B. Blaschko VLM 30 12 0 11 Feb 2023
DOMINO: Domain-aware Loss for Deep Learning Calibration Skylar E. Stolte Kyle Volle A. Indahlastari Alejandro Albizu A. Woods Kevin Brink Matthew Hale R. Fang MedIm 13 1 0 10 Feb 2023
TMS-Net: A Segmentation Network Coupled With A Run-time Quality Control Method For Robust Cardiac Image Segmentation F. Uslu Anil A. Bharath 39 14 0 21 Dec 2022
How Does Beam Search improve Span-Level Confidence Estimation in Generative Sequence Labeling? Kazuma Hashimoto Iftekhar Naim K. Raman UQLM 29 2 0 21 Dec 2022
Investigating Deep Learning Model Calibration for Classification Problems in Mechanics S. Mohammadzadeh Peerasait Prachaseree Emma Lejeune AI4CE 34 2 0 01 Dec 2022
Improving Uncertainty-based Out-of-Distribution Detection for Medical Image Segmentation Benjamin Lambert Florence Forbes Senan Doyle A. Tucholka M. Dojat UQCV OOD 56 4 0 10 Nov 2022
Exploring Structure-Wise Uncertainty for 3D Medical Image Segmentation A. Vasiliuk Daria Frolova Mikhail Belyaev B. Shirokikh 28 2 0 01 Nov 2022
Vision-Based Uncertainty-Aware Motion Planning based on Probabilistic Semantic Segmentation Ralf Römer Armin Lederer Samuel Tesfazgi Sandra Hirche 23 2 0 14 Sep 2022
On the Optimal Combination of Cross-Entropy and Soft Dice Losses for Lesion Segmentation with Out-of-Distribution Robustness Adrian Galdran G. Carneiro M. A. G. Ballester OOD 21 17 0 13 Sep 2022
Improved post-hoc probability calibration for out-of-domain MRI segmentation Cheng Ouyang Shuo Wang Cheng Chen Zeju Li Wenjia Bai Bernhard Kainz Daniel Rueckert UQCV MedIm 21 4 0 04 Aug 2022
Estimating Model Performance under Domain Shifts with Class-Specific Confidence Scores Zeju Li Konstantinos Kamnitsas Mobarakol Islam Chen Chen Ben Glocker 30 9 0 20 Jul 2022