Handling Class Imbalance Problem in Skin Lesion Classification: Finding Strengths and Weaknesses of Various Balancing Techniques
Fuente:
arXiv
Saved in:
| Main Authors: | Khandaker, Ariful Islam, Shafi, Abdullah Al, Ahmad, Mohiuddin |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Tipping the Balance: Impact of Class Imbalance Correction on the Performance of Clinical Risk Prediction Models
by: Andersen, Amalie Koch, et al.
Published: (2026)
by: Andersen, Amalie Koch, et al.
Published: (2026)
Comparative Analysis of Data Preprocessing Methods, Feature Selection Techniques and Machine Learning Models for Improved Classification and Regression Performance on Imbalanced Genetic Data
by: Kaur, Arshmeet, et al.
Published: (2024)
by: Kaur, Arshmeet, et al.
Published: (2024)
Integrating Color Histogram Analysis and Convolutional Neural Network for Skin Lesion Classification
by: Rasel, M. A., et al.
Published: (2026)
by: Rasel, M. A., et al.
Published: (2026)
Graph-Based Bidirectional Transformer Decision Threshold Adjustment Algorithm for Class-Imbalanced Molecular Data
by: Hayes, Nicole, et al.
Published: (2024)
by: Hayes, Nicole, et al.
Published: (2024)
SGAC: A Graph Neural Network Framework for Imbalanced and Structure-Aware AMP Classification
by: Wang, Yingxu, et al.
Published: (2024)
by: Wang, Yingxu, et al.
Published: (2024)
Solving the Inverse Problem of Magnetic Induction Tomography Using Gauss-Newton Iterative Method and Zoning Technique to Reduce Unknown Coefficients
by: Yousefi, Mohammad Reza, et al.
Published: (2024)
by: Yousefi, Mohammad Reza, et al.
Published: (2024)
Sub-Clustering for Class Distance Recalculation in Long-Tailed Drug Classification
by: Su, Yujia, et al.
Published: (2025)
by: Su, Yujia, et al.
Published: (2025)
BeeTLe: An Imbalance-Aware Deep Sequence Model for Linear B-Cell Epitope Prediction and Classification with Logit-Adjusted Losses
by: Yuan, Xiao
Published: (2023)
by: Yuan, Xiao
Published: (2023)
Foundation Models in Dermatopathology: Skin Tissue Classification
by: Gupta, Riya, et al.
Published: (2025)
by: Gupta, Riya, et al.
Published: (2025)
Finding Nano-Ötzi: Semi-Supervised Volume Visualization for Cryo-Electron Tomography
by: Nguyen, Ngan, et al.
Published: (2021)
by: Nguyen, Ngan, et al.
Published: (2021)
Mitigating Surgical Data Imbalance with Dual-Prediction Video Diffusion Model
by: Venkatesh, Danush Kumar, et al.
Published: (2025)
by: Venkatesh, Danush Kumar, et al.
Published: (2025)
Physics-Guided Surrogate Modeling for Machine Learning-Driven DLD Design Optimization
by: Islam, Khayrul, et al.
Published: (2025)
by: Islam, Khayrul, et al.
Published: (2025)
DiffuPT: Class Imbalance Mitigation for Glaucoma Detection via Diffusion Based Generation and Model Pretraining
by: Nawar, Youssof, et al.
Published: (2024)
by: Nawar, Youssof, et al.
Published: (2024)
FlowCyt: A Comparative Study of Deep Learning Approaches for Multi-Class Classification in Flow Cytometry Benchmarking
by: Bini, Lorenzo, et al.
Published: (2024)
by: Bini, Lorenzo, et al.
Published: (2024)
Deep Clustering for Blood Cell Classification and Quantification
by: Macarie-Ancau, Mihaela, et al.
Published: (2025)
by: Macarie-Ancau, Mihaela, et al.
Published: (2025)
Automated Protein Motif Localization using Concept Activation Vectors in Protein Language Model Embedding Space
by: Shamail, Ahmad, et al.
Published: (2025)
by: Shamail, Ahmad, et al.
Published: (2025)
Characterizing Fungal Infections in the All of Us Research Program
by: Islam, Md Fantacher, et al.
Published: (2025)
by: Islam, Md Fantacher, et al.
Published: (2025)
Effective management of white rust disease in red amaranth: a field study in Dhaka, Bangladesh
by: Ahmmed, Abu Noman Faruq, et al.
Published: (2024)
by: Ahmmed, Abu Noman Faruq, et al.
Published: (2024)
Ethnic Disparities of Female Infiltrating Duct and Lobular Breast Cancer Survival by Cancer Stage: Findings From SEER 2006-2010
by: Amartey, Ishmael Nii Amartei
Published: (2024)
by: Amartey, Ishmael Nii Amartei
Published: (2024)
Quantum Variational Transformer Model for Enhanced Cancer Classification
by: Roosan, Don, et al.
Published: (2025)
by: Roosan, Don, et al.
Published: (2025)
A Novel Method for Clustering Cellular Data to Improve Classification
by: Wheeler, Diek W., et al.
Published: (2024)
by: Wheeler, Diek W., et al.
Published: (2024)
Crown-Like Structures in Breast Adipose Tissue: Finding a 'Needle-in-a-Haystack' using Artificial Intelligence and Collaborative Active Learning on the Web
by: Bhawsar, Praphulla MS, et al.
Published: (2024)
by: Bhawsar, Praphulla MS, et al.
Published: (2024)
MIDOG 2025 Track 2: A Deep Learning Model for Classification of Atypical and Normal Mitotic Figures under Class and Hardness Imbalances
by: Kotte, Sujatha, et al.
Published: (2025)
by: Kotte, Sujatha, et al.
Published: (2025)
Enhancing Morpho-Kinematic analysis for Plant Water Stress Classification through Leaf Movements
by: Polilli, Walter, et al.
Published: (2025)
by: Polilli, Walter, et al.
Published: (2025)
Maximally informative feature selection using Information Imbalance: Application to COVID-19 severity prediction
by: Wild, Romina, et al.
Published: (2024)
by: Wild, Romina, et al.
Published: (2024)
Precision Cancer Classification and Biomarker Identification from mRNA Gene Expression via Dimensionality Reduction and Explainable AI
by: Tabassum, Farzana, et al.
Published: (2024)
by: Tabassum, Farzana, et al.
Published: (2024)
Evaluating Integrative Strategies for Incorporating Phenotypic Features in Spatial Transcriptomics
by: Moser, Levin M, et al.
Published: (2025)
by: Moser, Levin M, et al.
Published: (2025)
Spatial Insight: How Data-Driven Regions of Interest Selection Enhances Single-Trial P300 Classification in EEG-Based BCIs
by: Guttmann-Flury, Eva, et al.
Published: (2025)
by: Guttmann-Flury, Eva, et al.
Published: (2025)
RawBench: A Comprehensive Benchmarking Framework for Raw Nanopore Signal Analysis Techniques
by: Eris, Furkan, et al.
Published: (2025)
by: Eris, Furkan, et al.
Published: (2025)
Weak Independence and Coupled Parallelism in Biological Petri Nets
by: Simao, Eugenio
Published: (2025)
by: Simao, Eugenio
Published: (2025)
Group Contrastive Learning for Weakly Paired Multimodal Data
by: Gorla, Aditya, et al.
Published: (2026)
by: Gorla, Aditya, et al.
Published: (2026)
Benchmarking Class Activation Map Methods for Explainable Brain Hemorrhage Classification on Hemorica Dataset
by: Rafati, Z., et al.
Published: (2025)
by: Rafati, Z., et al.
Published: (2025)
Novel Optimization Techniques for Parameter Estimation
by: Wu, Chenyu, et al.
Published: (2024)
by: Wu, Chenyu, et al.
Published: (2024)
ALBATROSS: Cheap Filtration Based Geometry via Stochastic Sub-Sampling
by: Stier, Andrew J., et al.
Published: (2025)
by: Stier, Andrew J., et al.
Published: (2025)
CAFA-evaluator: A Python Tool for Benchmarking Ontological Classification Methods
by: Piovesan, Damiano, et al.
Published: (2023)
by: Piovesan, Damiano, et al.
Published: (2023)
Mapping of Lesion Images to Somatic Mutations
by: Mehta, Rahul
Published: (2025)
by: Mehta, Rahul
Published: (2025)
A Structured Review of Fixed and Multimodal Sensing Techniques for Bat Monitoring
by: Sefawe, Maatla, et al.
Published: (2025)
by: Sefawe, Maatla, et al.
Published: (2025)
NaNa and MiGu: Semantic Data Augmentation Techniques to Enhance Protein Classification in Graph Neural Networks
by: Lan, Yi-Shan, et al.
Published: (2024)
by: Lan, Yi-Shan, et al.
Published: (2024)
Automated detection of gibbon calls from passive acoustic monitoring data using convolutional neural networks in the "torch for R" ecosystem
by: Clink, Dena J., et al.
Published: (2024)
by: Clink, Dena J., et al.
Published: (2024)
A Closed-Form Solution to the 2-Sample Problem for Quantifying Changes in Gene Expression using Bayes Factors
by: Hoerbst, Franziska, et al.
Published: (2024)
by: Hoerbst, Franziska, et al.
Published: (2024)
Similar Items
-
Tipping the Balance: Impact of Class Imbalance Correction on the Performance of Clinical Risk Prediction Models
by: Andersen, Amalie Koch, et al.
Published: (2026) -
Comparative Analysis of Data Preprocessing Methods, Feature Selection Techniques and Machine Learning Models for Improved Classification and Regression Performance on Imbalanced Genetic Data
by: Kaur, Arshmeet, et al.
Published: (2024) -
Integrating Color Histogram Analysis and Convolutional Neural Network for Skin Lesion Classification
by: Rasel, M. A., et al.
Published: (2026) -
Graph-Based Bidirectional Transformer Decision Threshold Adjustment Algorithm for Class-Imbalanced Molecular Data
by: Hayes, Nicole, et al.
Published: (2024) -
SGAC: A Graph Neural Network Framework for Imbalanced and Structure-Aware AMP Classification
by: Wang, Yingxu, et al.
Published: (2024)