Balanced-MixUp for Highly Imbalanced Medical Image Classification

20 September 2021

Papers citing "Balanced-MixUp for Highly Imbalanced Medical Image Classification"

38 / 38 papers shown

Title
Expert-Like Reparameterization of Heterogeneous Pyramid Receptive Fields in Efficient CNNs for Fair Medical Image Classification Xiao Wu Xiaoqing Zhang Zunjie Xiao Lingxi Hu Risa Higashita Jiang Liu 7 0 0 19 May 2025
Context Aware Grounded Teacher for Source Free Object Detection Tajamul Ashraf Rajes Manna Partha Sarathi Purkayastha Tavaheed Tariq Janibul Bashir 25 0 0 21 Apr 2025
Long-tailed Medical Diagnosis with Relation-aware Representation Learning and Iterative Classifier Calibration Li Pan Yupei Zhang Qiushi Yang Tan Li Zhen Chen 56 0 0 05 Feb 2025
Anisotropic Diffusion Probabilistic Model for Imbalanced Image Classification Jingyu Kong Yuan Guo Yu Wang Yuping Duan DiffM MedIm 36 0 0 22 Sep 2024
From Uncertainty to Clarity: Uncertainty-Guided Class-Incremental Learning for Limited Biomedical Samples via Semantic Expansion Yifei Yao Hanrong Zhang 47 1 0 12 Sep 2024
Text-guided Foundation Model Adaptation for Long-Tailed Medical Image Classification Sirui Li Li Lin Yijin Huang Pujin Cheng Xiaoying Tang MedIm 47 1 0 27 Aug 2024
Enhancing Performance for Highly Imbalanced Medical Data via Data Regularization in a Federated Learning Setting Georgios Tsoumplekas Ilias Siniosoglou Vasileios Argyriou Ioannis D. Moscholios Panagiotis G. Sarigiannidis OOD FedML 25 1 0 30 May 2024
Understanding differences in applying DETR to natural and medical images Yanqi Xu Yiqiu Shen C. Fernandez‐Granda Laura Heacock Krzysztof J. Geras MedIm 64 2 0 27 May 2024
Harnessing Hierarchical Label Distribution Variations in Test Agnostic Long-tail Recognition Zhiyong Yang Qianqian Xu Zitai Wang Sicong Li Boyu Han Shilong Bao Xiaochun Cao Qingming Huang 33 8 0 13 May 2024
CAT: Exploiting Inter-Class Dynamics for Domain Adaptive Object Detection Mikhail Kennerley Jian-Gang Wang B. Veeravalli R. Tan 54 8 0 28 Mar 2024
Toward Robustness in Multi-label Classification: A Data Augmentation Strategy against Imbalance and Noise Hwanjun Song Minseok Kim Jae-Gil Lee 51 7 0 12 Dec 2023
Slot-Mixup with Subsampling: A Simple Regularization for WSI Classification Seongho Keum Sanghyun Kim Soojeong Lee Juho Lee 42 2 0 29 Nov 2023
MixUp-MIL: A Study on Linear & Multilinear Interpolation-Based Data Augmentation for Whole Slide Image Classification M. Gadermayr Lukas Koller M. Tschuchnig Lea Maria Stangassinger Christina Kreutzer S. Couillard-Després G. Oostingh Anton Hittmair 32 0 0 06 Nov 2023
Domain generalization across tumor types, laboratories, and species -- insights from the 2022 edition of the Mitosis Domain Generalization Challenge Marc Aubreville N. Stathonikos T. Donovan R. Klopfleisch J. Ganz ... Yongbing Zhang Sen Yang Xiyue Wang Katharina Breininger C. Bertram 34 16 0 27 Sep 2023
Generalized Cross-domain Multi-label Few-shot Learning for Chest X-rays Aroof Aimen Arsh Verma Makarand Tapaswi N. C. Krishnan 35 0 0 08 Sep 2023
How Can We Tame the Long-Tail of Chest X-ray Datasets? Arsh Verma OOD 34 2 0 08 Sep 2023
Interdisciplinary Fairness in Imbalanced Research Proposal Topic Inference: A Hierarchical Transformer-based Method with Selective Interpolation Meng Xiao Min-Ying Wu Ziyue Qiao Yanjie Fu Zhiyuan Ning Yi Du Yuanchun Zhou 38 8 0 04 Sep 2023
LesionMix: A Lesion-Level Data Augmentation Method for Medical Image Segmentation Berke Doga Basaran Weitong Zhang Mengyun Qiao Bernhard Kainz Paul M. Matthews Wenjia Bai MedIm 24 6 0 17 Aug 2023
Robust Asymmetric Loss for Multi-Label Long-Tailed Learning Wongi Park Inhyuk Park Sungeun Kim Jongbin Ryu OOD 38 7 0 10 Aug 2023
Class-Specific Distribution Alignment for Semi-Supervised Medical Image Classification Zhongzheng Huang Jiawei Wu Tao Wang Zuoyong Li Anastasia Ioannou OOD 50 5 0 29 Jul 2023
Federated Model Aggregation via Self-Supervised Priors for Highly Imbalanced Medical Image Classification Marawan Elbatel Hualiang Wang Robert Martí Huazhu Fu Xiaomeng Li FedML 40 8 0 27 Jul 2023
FoPro-KD: Fourier Prompted Effective Knowledge Distillation for Long-Tailed Medical Image Recognition Marawan Elbatel Robert Martí Xiaomeng Li AAML 34 10 0 27 May 2023
Infinite Class Mixup Thomas Mensink Pascal Mettes 29 2 0 17 May 2023
Morph-SSL: Self-Supervision with Longitudinal Morphing to Predict AMD Progression from OCT A. Chakravarty T. Emre Oliver Leingang Sophie Riedl Julia Mai ... S. Sivaprasad Daniel Rueckert A. Lotery U. Schmidt-Erfurth Hrvoje Bogunović 34 1 0 17 Apr 2023
SMSMix: Sense-Maintained Sentence Mixup for Word Sense Disambiguation Hee Suk Yoon Eunseop Yoon John Harvill Sunjae Yoon M. Hasegawa-Johnson Chang D. Yoo 26 4 0 14 Dec 2022
Noisy Label Classification using Label Noise Selection with Test-Time Augmentation Cross-Entropy and NoiseMix Learning Han S. Lee Haeil Lee H. Hong Junmo Kim NoLa 20 0 0 01 Dec 2022
MixUp-MIL: Novel Data Augmentation for Multiple Instance Learning and a Study on Thyroid Cancer Diagnosis M. Gadermayr Lukas Koller M. Tschuchnig Lea Maria Stangassinger Christina Kreutzer S. Couillard-Després G. Oostingh Anton Hittmair 37 13 0 10 Nov 2022
Pre-Training Representations of Binary Code Using Contrastive Learning Yifan Zhang Chen Huang Yueke Zhang Kevin Cao Scott Thomas Andersen Huajie Shao Kevin Leach Yu Huang 50 3 0 11 Oct 2022
Hierarchical MixUp Multi-label Classification with Imbalanced Interdisciplinary Research Proposals Meng Xiao Minjie Wu Ziyue Qiao Zhiyuan Ning Yi Du Yanjie Fu Yuanchun Zhou 31 2 0 28 Sep 2022
Mine yOur owN Anatomy: Revisiting Medical Image Segmentation with Extremely Limited Labels Chenyu You Weicheng Dai Fenglin Liu Yifei Min Haoran Su Xiaoran Zhang Xiaoxiao Li David A. Clifton Lawrence H. Staib James S. Duncan 51 50 0 27 Sep 2022
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study G. Holste Song Wang Ziyu Jiang Thomas C. Shen George Shih Ronald M. Summers Yifan Peng Zhangyang Wang LM&MA 47 37 0 29 Aug 2022
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
Learning Discriminative Representation via Metric Learning for Imbalanced Medical Image Classification Chenghua Zeng Huijuan Lu Kanghao Chen Ruixuan Wang Weishi Zheng 32 2 0 14 Jul 2022
An Analysis on Ensemble Learning optimized Medical Image Classification with Deep Convolutional Neural Networks Dominik Muller Iñaki Soto Rey Frank Kramer 29 56 0 27 Jan 2022
Identifying the key components in ResNet-50 for diabetic retinopathy grading from fundus images: a systematic investigation Yijin Huang Li Lin Pujin Cheng Junyan Lyu Roger Tam Xiaoying Tang 29 32 0 27 Oct 2021
Deep Long-Tailed Learning: A Survey Yifan Zhang Bingyi Kang Bryan Hooi Shuicheng Yan Jiashi Feng VLM 18 559 0 09 Oct 2021
Iterative Augmentation of Visual Evidence for Weakly-Supervised Lesion Localization in Deep Interpretability Frameworks: Application to Color Fundus Images C. González-Gonzalo B. Liefers Bram van Ginneken C. I. Sánchez MedIm 33 29 0 16 Oct 2019
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 310 10,621 0 19 Feb 2017