Label Noise-Robust Learning using a Confidence-Based Sieving Strategy

Label Noise-Robust Learning using a Confidence-Based Sieving Strategy

11 October 2022

Reihaneh Torkzadehmahani

Reza Nasirigerdeh

Daniel Rueckert

Georgios Kaissis

Papers citing "Label Noise-Robust Learning using a Confidence-Based Sieving Strategy"

8 / 8 papers shown

Title
Noise-Aware Generalization: Robustness to In-Domain Noise and Out-of-Domain Generalization Siqi Wang Aoming Liu Bryan A. Plummer OOD 36 0 0 03 Apr 2025
Machine Unlearning for Medical Imaging Reza Nasirigerdeh Nader Razmi Julia A. Schnabel Daniel Rueckert Georgios Kaissis OOD MU 19 1 0 10 Jul 2024
Evidential Concept Embedding Models: Towards Reliable Concept Explanations for Skin Disease Diagnosis Yibo Gao Zheyao Gao Xin Gao Yuanye Liu Bomin Wang Xiahai Zhuang 26 1 0 27 Jun 2024
Learning Discriminative Dynamics with Label Corruption for Noisy Label Detection Suyeon Kim Dongha Lee SeongKu Kang Sukang Chae Sanghwan Jang Hwanjo Yu 32 1 0 30 May 2024
A Unified Framework for Connecting Noise Modeling to Boost Noise Detection Siqi Wang Chau Pham Bryan A. Plummer NoLa 36 0 0 30 Nov 2023
LNL+K: Enhancing Learning with Noisy Labels Through Noise Source Knowledge Integration Siqi Wang Bryan A. Plummer 18 2 0 20 Jun 2023
Robustness of Accuracy Metric and its Inspirations in Learning with Noisy Labels Pengfei Chen Junjie Ye Guangyong Chen Jingwei Zhao Pheng-Ann Heng NoLa 101 34 0 08 Dec 2020
Combating noisy labels by agreement: A joint training method with co-regularization Hongxin Wei Lei Feng Xiangyu Chen Bo An NoLa 307 497 0 05 Mar 2020