Conformal Semantic Image Segmentation: Post-hoc Quantification of
Predictive Uncertainty

Conformal Semantic Image Segmentation: Post-hoc Quantification of Predictive Uncertainty

16 April 2024

Papers citing "Conformal Semantic Image Segmentation: Post-hoc Quantification of Predictive Uncertainty"

12 / 12 papers shown

Title
Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees Cheng Shen Yuewei Liu 27 0 0 24 Apr 2025
Aerial Image Classification in Scarce and Unconstrained Environments via Conformal Prediction Farhad Pourkamali-Anaraki 31 0 0 24 Apr 2025
Conformal Risk Control for Semantic Uncertainty Quantification in Computed Tomography Jacopo Teneggi J. W. Stayman Jeremias Sulam 48 1 0 28 Feb 2025
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 79 1 0 25 Nov 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 59 2 0 09 Oct 2024
Conformal confidence sets for biomedical image segmentation Samuel Davenport UQCV 22 3 0 04 Oct 2024
Predictive Inference with Feature Conformal Prediction Jiaye Teng Chuan Wen Dinghuai Zhang Yoshua Bengio Yang Gao Yang Yuan 27 25 0 01 Oct 2022
Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Emmanuel J. Candès Michael I. Jordan Lihua Lei 95 126 0 03 Oct 2021
Distribution-Free, Risk-Controlling Prediction Sets Stephen Bates Anastasios Nikolas Angelopoulos Lihua Lei Jitendra Malik Michael I. Jordan OOD 176 185 0 07 Jan 2021
PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction Sangdon Park Osbert Bastani Nikolai Matni Insup Lee UQCV 126 68 0 31 Dec 2019
Semantic Understanding of Scenes through the ADE20K Dataset Bolei Zhou Hang Zhao Xavier Puig Tete Xiao Sanja Fidler Adela Barriuso Antonio Torralba SSeg 249 1,821 0 18 Aug 2016
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 232 75,445 0 18 May 2015