Medical Image Classification

Medical Image Classification is a task in medical image analysis that involves classifying medical images, such as X-rays, MRI scans, and CT scans, into different categories based on the type of image or the presence of specific structures or diseases. The goal is to use computer algorithms to automatically identify and classify medical images based on their content, which can help in diagnosis, treatment planning, and disease monitoring.

Papers

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Showing 401–424 of 424 papers

Title	Date	Tasks	Status
Detection of Dementia Through 3D Convolutional Neural Networks Based on Amyloid PET	Jan 24, 2022	Medical Image Classification	CodeCode Available
Beta-Rank: A Robust Convolutional Filter Pruning Method For Imbalanced Medical Image Analysis	Apr 15, 2023	Image ClassificationMedical Image Analysis	CodeCode Available
Detecting Shortcuts in Medical Images -- A Case Study in Chest X-rays	Nov 8, 2022	image-classificationImage Classification	CodeCode Available
Bayesian Statistics Guided Label Refurbishment Mechanism: Mitigating Label Noise in Medical Image Classification	Jun 23, 2021	Classificationimage-classification	CodeCode Available
PCDAL: A Perturbation Consistency-Driven Active Learning Approach for Medical Image Segmentation and Classification	Jun 29, 2023	Active LearningClassification	CodeCode Available
PEFAT: Boosting Semi-Supervised Medical Image Classification via Pseudo-Loss Estimation and Feature Adversarial Training	Jan 1, 2023	image-classificationImage Classification	CodeCode Available
DenseNet for Breast Tumor Classification in Mammographic Images	Jan 24, 2021	ClassificationDiagnostic	CodeCode Available
BayTTA: Uncertainty-aware medical image classification with optimized test-time augmentation using Bayesian model averaging	Jun 25, 2024	image-classificationImage Classification	CodeCode Available
BSDA: Bayesian Random Semantic Data Augmentation for Medical Image Classification	Mar 10, 2024	Data AugmentationDiversity	CodeCode Available
A Parameterized Generative Adversarial Network Using Cyclic Projection for Explainable Medical Image Classification	Nov 24, 2023	Data AugmentationGenerative Adversarial Network	CodeCode Available
Automatic Acne Object Detection and Acne Severity Grading Using Smartphone Images and Artificial Intelligence	Aug 3, 2022	Acne Severity GradingMedical Image Classification	CodeCode Available
PRECISe : Prototype-Reservation for Explainable Classification under Imbalanced and Scarce-Data Settings	Aug 11, 2024	image-classificationImage Classification	CodeCode Available
Video Capsule Endoscopy Classification using Focal Modulation Guided Convolutional Neural Network	Jun 16, 2022	Inductive LearningMedical Image Classification	CodeCode Available
Preservation of High Frequency Content for Deep Learning-Based Medical Image Classification	May 8, 2022	Diagnosticimage-classification	CodeCode Available
Preserving privacy in domain transfer of medical AI models comes at no performance costs: The integral role of differential privacy	Jun 10, 2023	DiagnosticDomain Generalization	CodeCode Available
Deep Residual Network based Automatic Image Grading for Diabetic Macular Edema	Jul 1, 2018	Fovea Detectionimage-classification	CodeCode Available
Deep Modeling and Optimization of Medical Image Classification	May 29, 2025	AvgClassification	CodeCode Available
PRICURE: Privacy-Preserving Collaborative Inference in a Multi-Party Setting	Feb 19, 2021	Collaborative Inferenceimage-classification	CodeCode Available
Universal Semi-Supervised Learning for Medical Image Classification	Apr 8, 2023	ClassificationDomain Adaptation	CodeCode Available
Advancements in Medical Image Classification through Fine-Tuning Natural Domain Foundation Models	May 26, 2025	Classificationimage-classification	CodeCode Available
SKID: Self-Supervised Learning for Knee Injury Diagnosis from MRI Data	Apr 21, 2021	Medical DiagnosisMedical Image Analysis	CodeCode Available
Private, fair and accurate: Training large-scale, privacy-preserving AI models in medical imaging	Feb 3, 2023	Computed Tomography (CT)Diagnostic	CodeCode Available
Automated Web-Based Malaria Detection System with Machine Learning and Deep Learning Techniques: A Comparative Analysis	Jun 27, 2024	Medical Image ClassificationTransfer Learning	CodeCode Available
ProCo: Prototype-aware Contrastive Learning for Long-tailed Medical Image Classification	Sep 1, 2022	ClassificationContrastive Learning	CodeCode Available

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All datasets NCT-CRC-HE-100K IDRiD ImageNet PCOS Classification CheXphoto Galaxy10 DECals ISIC 2017 ISIC 2020 Challenge Dataset Malaria Dataset OASIS 3

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Efficientnet-b0	Accuracy (%)	95.59	—	Unverified
2	ResNeXt-50-32x4d	Accuracy (%)	95.46	—	Unverified
3	RegNetY-3.2GF	Accuracy (%)	95.42	—	Unverified
4	ResNet-50	Accuracy (%)	94.72	—	Unverified
5	DenseNet-169	Accuracy (%)	94.41	—	Unverified
6	Res2Net-50	Accuracy (%)	93.37	—	Unverified
7	ResNet-18	Accuracy (%)	92.66	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResNet-152	Accuracy (% )	86.56	—	Unverified
2	Beta-Rank	Accuracy	81.88	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DaViT-S	GFLOPs	8.8	—	Unverified
2	DaViT-T	GFLOPs	4.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	InceptionV3	1:1 Accuracy	90.2	—	Unverified
2	EfficientNet B7	1:1 Accuracy	88.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PTRN	Mean AUC	0.85	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Astroformer	Top-1 Accuracy (%)	94.87	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Beta-Rank	Accuracy	72.44	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	EfficientNet Ensemble	AUC	0.95	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SNAPSHOT ENSEMBLE	F1 score	99.37	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	3D CNN	AUC	87	—	Unverified