Confident Object Detection via Conformal Prediction and Conformal Risk
Control: an Application to Railway Signaling

Confident Object Detection via Conformal Prediction and Conformal Risk Control: an Application to Railway Signaling

12 April 2023

Papers citing "Confident Object Detection via Conformal Prediction and Conformal Risk Control: an Application to Railway Signaling"

13 / 13 papers shown

Title
Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees Cheng Shen Yuewei Liu 30 0 0 24 Apr 2025
Conformal Prediction and MLLM aided Uncertainty Quantification in Scene Graph Generation Sayak Nag Udita Ghosh Sarosij Bose Calvin-Khang Ta Jiachen Li A. Roy-Chowdhury 61 0 0 18 Mar 2025
Seeing and Reasoning with Confidence: Supercharging Multimodal LLMs with an Uncertainty-Aware Agentic Framework Zhuo Zhi Chen Feng Adam Daneshmend Mine Orlu Andreas Demosthenous L. Yin Da Li Ziquan Liu Miguel R. D. Rodrigues LRM 64 1 0 11 Mar 2025
Uncertainty Guarantees on Automated Precision Weeding using Conformal Prediction P. Melki Lionel Bombrun Boubacar Diallo Jérôme Dias Jean-Pierre da Costa 41 0 0 13 Jan 2025
Conformal Structured Prediction Botong Zhang Shuo Li Osbert Bastani 30 0 0 08 Oct 2024
Conformal confidence sets for biomedical image segmentation Samuel Davenport UQCV 33 3 0 04 Oct 2024
Space-scale Exploration of the Poor Reliability of Deep Learning Models: the Case of the Remote Sensing of Rooftop Photovoltaic Systems Gabriel Kasmi L. Dubus Yves-Marie Saint Drenan Philippe Blanc 30 0 0 31 Jul 2024
The Penalized Inverse Probability Measure for Conformal Classification P. Melki Lionel Bombrun Boubacar Diallo Jérôme Dias Jean-Pierre da Costa 37 2 0 13 Jun 2024
Estimating Uncertainty in Multimodal Foundation Models using Public Internet Data Shiladitya Dutta Hongbo Wei L. Laan Ahmed Alaa 32 5 0 15 Oct 2023
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 131 68 0 31 Dec 2019
Cross-conformal predictors V. Vovk 115 196 0 03 Aug 2012