Robust Learning at Noisy Labeled Medical Images: Applied to Skin Lesion
Classification

Robust Learning at Noisy Labeled Medical Images: Applied to Skin Lesion Classification

23 January 2019

Hao Chen

Pheng Ann Heng

Papers citing "Robust Learning at Noisy Labeled Medical Images: Applied to Skin Lesion Classification"

16 / 16 papers shown

Title
QMix: Quality-aware Learning with Mixed Noise for Robust Retinal Disease Diagnosis Junlin Hou Jilan Xu Rui Feng Hao Chen 23 0 0 08 Apr 2024
How does self-supervised pretraining improve robustness against noisy labels across various medical image classification datasets? Bidur Khanal Binod Bhattarai Bishesh Khanal Cristian A. Linte NoLa 21 0 0 15 Jan 2024
Rapid Image Labeling via Neuro-Symbolic Learning Yifeng Wang Zhi Tu Yiwen Xiang Shiyuan Zhou Xiyuan Chen Bingxuan Li Tianyi Zhang VLM 35 6 0 18 Jun 2023
Detecting Mitoses with a Convolutional Neural Network for MIDOG 2022 Challenge H. Gu Mohammad Haeri Shuo Ni Christopher Kazu Williams Neda Zarrin-Khameh S. Magaki Xiangdong Chen 40 7 0 26 Aug 2022
UNICON: Combating Label Noise Through Uniform Selection and Contrastive Learning Nazmul Karim Mamshad Nayeem Rizve Nazanin Rahnavard Ajmal Mian M. Shah NoLa 30 98 0 28 Mar 2022
L2B: Learning to Bootstrap Robust Models for Combating Label Noise Yuyin Zhou Xianhang Li Fengze Liu Qingyue Wei Xuxi Chen Lequan Yu Cihang Xie M. Lungren Lei Xing NoLa 47 3 0 09 Feb 2022
Hard Sample Aware Noise Robust Learning for Histopathology Image Classification Chuang Zhu Wenkai Chen T. Peng Ying Wang M. Jin NoLa 34 72 0 05 Dec 2021
Co-Correcting: Noise-tolerant Medical Image Classification via mutual Label Correction Jiarun Liu Ruirui Li Chuan Sun OOD NoLa VLM 27 32 0 11 Sep 2021
LongReMix: Robust Learning with High Confidence Samples in a Noisy Label Environment F. Cordeiro Ragav Sachdeva Vasileios Belagiannis Ian Reid G. Carneiro NoLa 19 77 0 06 Mar 2021
Improving Medical Image Classification with Label Noise Using Dual-uncertainty Estimation Lie Ju Xin Wang Lin Wang Dwarikanath Mahapatra Xin Zhao Mehrtash Harandi Tom Drummond Tongliang Liu Z. Ge NoLa OOD 38 22 0 28 Feb 2021
Semi-supervised Medical Image Classification with Relation-driven Self-ensembling Model Quande Liu Lequan Yu Luyang Luo Qi Dou Pheng Ann Heng 30 220 0 15 May 2020
Deep learning with noisy labels: exploring techniques and remedies in medical image analysis Davood Karimi Haoran Dou Simon K. Warfield Ali Gholipour NoLa 24 535 0 05 Dec 2019
Data Valuation using Reinforcement Learning Jinsung Yoon Sercan Ö. Arik Tomas Pfister TDI 27 173 0 25 Sep 2019
An Active Learning Approach for Reducing Annotation Cost in Skin Lesion Analysis Xueying Shi Qi Dou Cheng Xue J. Qin Hao Chen Pheng-Ann Heng 29 38 0 05 Sep 2019
Pick-and-Learn: Automatic Quality Evaluation for Noisy-Labeled Image Segmentation Haidong Zhu Jialin Shi Ji Wu NoLa 24 65 0 27 Jul 2019
CIA-Net: Robust Nuclei Instance Segmentation with Contour-aware Information Aggregation Yanning Zhou O. F. Onder Qi Dou E. Tsougenis Hao Chen Pheng-Ann Heng 13 196 0 13 Mar 2019