Uncertainty Sets for Image Classifiers using Conformal Prediction

29 September 2020

Anastasios Nikolas Angelopoulos

Papers citing "Uncertainty Sets for Image Classifiers using Conformal Prediction"

50 / 216 papers shown

Title
CONSIGN: Conformal Segmentation Informed by Spatial Groupings via Decomposition Bruno Viti Elias Karabelas Martin Holler 11 0 0 20 May 2025
Backward Conformal Prediction Etienne Gauthier Francis Bach Michael I. Jordan 9 0 0 19 May 2025
SafePath: Conformal Prediction for Safe LLM-Based Autonomous Navigation Achref Doula M. Mühlhäuser Alejandro Sánchez Guinea 26 0 0 14 May 2025
PCS-UQ: Uncertainty Quantification via the Predictability-Computability-Stability Framework Abhineet Agarwal Michael Xiao Rebecca L. Barter Omer Ronen Boyu Fan Bin Yu 39 0 0 13 May 2025
Aerial Image Classification in Scarce and Unconstrained Environments via Conformal Prediction Farhad Pourkamali-Anaraki 46 0 0 24 Apr 2025
Leave-One-Out Stable Conformal Prediction Kiljae Lee Yuan Zhang 52 0 0 16 Apr 2025
CRC-SGAD: Conformal Risk Control for Supervised Graph Anomaly Detection Songran Bai Xiaolong Zheng D. Zeng 47 1 0 03 Apr 2025
EMForecaster: A Deep Learning Framework for Time Series Forecasting in Wireless Networks with Distribution-Free Uncertainty Quantification Xavier Mootoo Hina Tabassum Luca Chiaraviglio AI4TS 41 0 0 31 Mar 2025
LATTE-MV: Learning to Anticipate Table Tennis Hits from Monocular Videos Daniel Etaat Dvij Kalaria Nima Rahmanian S. Shankar Sastry 51 0 0 26 Mar 2025
Conformal Prediction and MLLM aided Uncertainty Quantification in Scene Graph Generation Sayak Nag Udita Ghosh Sarosij Bose Calvin-Khang Ta Jiachen Li Amit K. Roy-Chowdhury 68 0 0 18 Mar 2025
Conformal Prediction and Human Decision Making Jessica Hullman Yifan Wu Dawei Xie Ziyang Guo Andrew Gelman 42 0 0 12 Mar 2025
A Guide to Failure in Machine Learning: Reliability and Robustness from Foundations to Practice Eric Heim Oren Wright David Shriver OOD FaML 73 0 0 01 Mar 2025
Similarity-Distance-Magnitude Universal Verification Allen Schmaltz UQCV AAML 235 0 0 27 Feb 2025
Kandinsky Conformal Prediction: Beyond Class- and Covariate-Conditional Coverage Konstantina Bairaktari Jiayun Wu Zhiwei Steven Wu 49 1 0 24 Feb 2025
Confidence-aware Fine-tuning of Sequential Recommendation Systems via Conformal Prediction Chen Wang Fangxin Wang Ruocheng Guo Yueqing Liang Philip S. Yu 125 4 0 21 Feb 2025
Conformal Prediction Sets Can Cause Disparate Impact Jesse C. Cresswell Bhargava Kumar Yi Sui Mouloud Belbahri FaML 92 1 0 17 Feb 2025
Decision Theoretic Foundations for Conformal Prediction: Optimal Uncertainty Quantification for Risk-Averse Agents Shayan Kiyani George Pappas Aaron Roth Hamed Hassani 122 3 0 04 Feb 2025
Conformal Prediction in Hierarchical Classification Thomas Mortier Alireza Javanmardi Yusuf Sale Eyke Hüllermeier Willem Waegeman 58 0 0 31 Jan 2025
Conformalized Answer Set Prediction for Knowledge Graph Embedding Yuqicheng Zhu Nico Potyka Jiarong Pan Bo Xiong Yunjie He Evgeny Kharlamov Steffen Staab 56 1 0 28 Jan 2025
Estimating the Conformal Prediction Threshold from Noisy Labels Coby Penso Jacob Goldberger Ethan Fetaya 49 2 0 22 Jan 2025
Uncertainty Guarantees on Automated Precision Weeding using Conformal Prediction P. Melki Lionel Bombrun Boubacar Diallo Jérôme Dias Jean-Pierre da Costa 51 0 0 13 Jan 2025
Enhancing Trustworthiness of Graph Neural Networks with Rank-Based Conformal Training Ting Wang Zhixin Zhou Rui Luo 33 5 0 06 Jan 2025
Enhancing Deployment-Time Predictive Model Robustness for Code Analysis and Optimization Huanting Wang Patrick Lenihan Zheng Wang 45 0 0 03 Jan 2025
Game-Theoretic Defenses for Robust Conformal Prediction Against Adversarial Attacks in Medical Imaging Rui Luo Jie Bao Zhixin Zhou Chuangyin Dang MedIm AAML 45 5 0 07 Nov 2024
Multi-model Ensemble Conformal Prediction in Dynamic Environments Erfan Hajihashemi Yanning Shen 38 1 0 06 Nov 2024
Conformal Risk Minimization with Variance Reduction Sima Noorani Orlando Romero Nicolò Dal Fabbro Hamed Hassani George Pappas 43 3 0 03 Nov 2024
Graph Sparsification for Enhanced Conformal Prediction in Graph Neural Networks Yuntian He Pranav Maneriker Anutam Srinivasan Aditya T. Vadlamani Srinivasan Parthasarathy 35 0 0 28 Oct 2024
An Investigation on Machine Learning Predictive Accuracy Improvement and Uncertainty Reduction using VAE-based Data Augmentation Farah Alsafadi M. Yaseen Xu Wu 24 0 0 24 Oct 2024
Conditional Uncertainty Quantification for Tensorized Topological Neural Networks Yujia Wu Bo Yang Yang Zhao Elynn Chen Yuzhou Chen Zheshi Zheng 46 2 0 20 Oct 2024
Conditional Prediction ROC Bands for Graph Classification Yujia Wu Bo Yang Elynn Chen Yuzhou Chen Zheshi Zheng UQCV 34 2 0 20 Oct 2024
Conformal Prediction for Federated Graph Neural Networks with Missing Neighbor Information Ömer Faruk Akgül Rajgopal Kannan Viktor Prasanna FedML 29 0 0 17 Oct 2024
SAT: Data-light Uncertainty Set Merging via Synthetics, Aggregation, and Test Inversion Shenghao Qin Jianliang He Bowen Gang Yin Xia 35 0 0 16 Oct 2024
C-Adapter: Adapting Deep Classifiers for Efficient Conformal Prediction Sets Kangdao Liu Hao Zeng Jianguo Huang Huiping Zhuang Chi-Man Vong Hongxin Wei 69 4 0 12 Oct 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 169 3 0 09 Oct 2024
Conformal Structured Prediction Botong Zhang Shuo Li Osbert Bastani 35 0 0 08 Oct 2024
Online scalable Gaussian processes with conformal prediction for guaranteed coverage Jinwen Xu Qin Lu G. Giannakis 26 0 0 07 Oct 2024
Lightning UQ Box: A Comprehensive Framework for Uncertainty Quantification in Deep Learning Nils Lehmann Jakob Gawlikowski Adam J. Stewart Vytautas Jancauskas Stefan Depeweg Eric T. Nalisnick N. Gottschling 44 0 0 04 Oct 2024
Streamlining Conformal Information Retrieval via Score Refinement Yotam Intrator Ori Kelner Regev Cohen Roman Goldenberg Ehud Rivlin Daniel Freedman 29 0 0 03 Oct 2024
Symmetry-Robust 3D Orientation Estimation Christopher Scarvelis David Benhaim Paul Zhang 50 0 0 02 Oct 2024
Conformal Prediction: A Theoretical Note and Benchmarking Transductive Node Classification in Graphs Pranav Maneriker Aditya T. Vadlamani Anutam Srinivasan Yuntian He Ali Payani Srinivasan Parthasarathy 31 0 0 26 Sep 2024
Reliable Multi-View Learning with Conformal Prediction for Aortic Stenosis Classification in Echocardiography A. Gu Michael Y. Tsang H. Vaseli Teresa Tsang Purang Abolmaesumi 32 2 0 15 Sep 2024
Spatial-Aware Conformal Prediction for Trustworthy Hyperspectral Image Classification Kangdao Liu Tianhao Sun Hao Zeng Yongshan Zhang Chi-Man Pun Chi-Man Vong EDL 48 5 0 02 Sep 2024
RoCP-GNN: Robust Conformal Prediction for Graph Neural Networks in Node-Classification S. Akansha 40 0 0 25 Aug 2024
Adaptive Uncertainty Quantification for Generative AI Jungeum Kim Sean O'Hagan Veronika Rockova MedIm 61 2 0 16 Aug 2024
A conformalized learning of a prediction set with applications to medical imaging classification Roy Hirsch Jacob Goldberger MedIm 29 0 0 09 Aug 2024
Automated Ensemble Multimodal Machine Learning for Healthcare F. Imrie Stefan Denner Lucas S. Brunschwig Klaus H. Maier-Hein M. Schaar 26 2 1 25 Jul 2024
Entropy Reweighted Conformal Classification Rui Luo Nicolo Colombo 30 6 0 24 Jul 2024
Error Detection and Constraint Recovery in Hierarchical Multi-Label Classification without Prior Knowledge Joshua Shay Kricheli Khoa Vo Aniruddha Datta Spencer Ozgur Paulo Shakarian 40 2 0 21 Jul 2024
Weighted Aggregation of Conformity Scores for Classification Rui Luo Zhixin Zhou 46 9 0 14 Jul 2024
When in Doubt, Cascade: Towards Building Efficient and Capable Guardrails Manish Nagireddy Inkit Padhi Soumya Ghosh P. Sattigeri 46 1 0 08 Jul 2024