Computational Engineering, Finance, and Science · Computer Science
Quantifying the unknown impact of segmentation uncertainty on image-based simulations
Michael C. Krygier, Tyler LaBonte, Carianne Martinez, Chance Norris +4
2021-09-20
Computer Vision and Pattern Recognition · Computer Science
Principle-Guided Supervision for Interpretable Uncertainty in Medical Image Segmentation
An Sui, Yuzhu Li, Gunter Schumann, Fuping Wu +1
2026-05-13
Machine Learning · Computer Science
Never mind the metrics -- what about the uncertainty? Visualising confusion matrix metric distributions
David Lovell, Dimity Miller, Jaiden Capra, Andrew Bradley
2022-06-07
Genomics · Quantitative Biology
Uncertainty Quantification for Atlas-Level Cell Type Transfer
Jan Engelmann, Leon Hetzel, Giovanni Palla, Lisa Sikkema +2
2022-11-09
Computer Vision and Pattern Recognition · Computer Science
A Review of Bayesian Uncertainty Quantification in Deep Probabilistic Image Segmentation
M. M. A. Valiuddin, R. J. G. van Sloun, C. G. A. Viviers, P. H. N. de With +1
2026-02-19
Mathematical Physics · Physics
An uncertainty principle underlying the pinwheel structure in the primary visual cortex
Davide Barbieri, Giovanna Citti, Gonzalo Sanguinetti, Alessandro Sarti
2010-07-09
Machine Learning · Statistics
Classifier uncertainty: evidence, potential impact, and probabilistic treatment
Niklas Tötsch, Daniel Hoffmann
2021-03-05
Neurons and Cognition · Quantitative Biology
Ubiquity of Uncertainty in Neuron Systems
Brandon B. Le, Bennett Lamb, Luke Benfer, Sriharsha Sambangi +2
2025-07-22
Computer Vision and Pattern Recognition · Computer Science
Principal Uncertainty Quantification with Spatial Correlation for Image Restoration Problems
Omer Belhasin, Yaniv Romano, Daniel Freedman, Ehud Rivlin +1
2024-01-23
Computer Vision and Pattern Recognition · Computer Science
Cell Tracking according to Biological Needs -- Strong Mitosis-aware Multi-Hypothesis Tracker with Aleatoric Uncertainty
Timo Kaiser, Maximilian Schier, Bodo Rosenhahn
2025-06-30
Image and Video Processing · Electrical Eng. & Systems
Give me (un)certainty -- An exploration of parameters that affect segmentation uncertainty
Katharina Hoebel, Ken Chang, Jay Patel, Praveer Singh +1
2019-11-18
Image and Video Processing · Electrical Eng. & Systems
Uncertainty Quantification in Medical Image Segmentation with Multi-decoder U-Net
Yanwu Yang, Xutao Guo, Yiwei Pan, Pengcheng Shi +2
2021-09-16
Quantitative Methods · Quantitative Biology
Statistical properties of 3D cell geometry from 2D slices
Tristan A. Sharp, Matthias Merkel, M. Lisa Manning, Andrea J. Liu
2019-03-06
Machine Learning · Statistics
Uncertainty Quantification of Data Shapley via Statistical Inference
Mengmeng Wu, Zhihong Liu, Xiang Li, Ruoxi Jia +1
2024-07-30
Machine Learning · Computer Science
Bayesian Scattering: A Principled Baseline for Uncertainty on Image Data
Bernardo Fichera, Zarko Ivkovic, Kjell Jorner, Philipp Hennig +1
2026-03-24