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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 351–375 of 424 papers

Title	Date	Tasks	Status	Hype
PRICURE: Privacy-Preserving Collaborative Inference in a Multi-Party Setting	Feb 19, 2021	Collaborative Inferenceimage-classification	CodeCode Available	0
Flow-Mixup: Classifying Multi-labeled Medical Images with Corrupted Labels	Feb 9, 2021	image-classificationImage Classification	—Unverified	0
Multi-Instance Learning by Utilizing Structural Relationship among Instances	Feb 3, 2021	Graph Attentionimage-classification	—Unverified	0
DenseNet for Breast Tumor Classification in Mammographic Images	Jan 24, 2021	ClassificationDiagnostic	CodeCode Available	0
Beyond Fine-tuning: Classifying High Resolution Mammograms using Function-Preserving Transformations	Jan 20, 2021	Cancer-no cancer per image classificationGPU	—Unverified	0
Big Self-Supervised Models Advance Medical Image Classification	Jan 13, 2021	ClassificationContrastive Learning	CodeCode Available	1
RegNet: Self-Regulated Network for Image Classification	Jan 3, 2021	ClassificationGeneral Classification	CodeCode Available	4
Application of the Neural Network Dependability Kit in Real-World Environments	Dec 14, 2020	ClassificationGeneral Classification	—Unverified	0
Aggregative Self-Supervised Feature Learning from a Limited Sample	Dec 14, 2020	image-classificationImage Classification	—Unverified	0
Combining Similarity and Adversarial Learning to Generate Visual Explanation: Application to Medical Image Classification	Dec 14, 2020	General Classificationimage-classification	—Unverified	0
Distant Domain Transfer Learning for Medical Imaging	Dec 10, 2020	ClassificationComputed Tomography (CT)	—Unverified	0
Large-scale Robust Deep AUC Maximization: A New Surrogate Loss and Empirical Studies on Medical Image Classification	Dec 6, 2020	ClassificationGeneral Classification	CodeCode Available	1
SAG-GAN: Semi-Supervised Attention-Guided GANs for Data Augmentation on Medical Images	Nov 15, 2020	ClassificationData Augmentation	—Unverified	0
A Review of Uncertainty Quantification in Deep Learning: Techniques, Applications and Challenges	Nov 12, 2020	Decision MakingEnsemble Learning	—Unverified	0
Cross-Modal Information Maximization for Medical Imaging: CMIM	Oct 20, 2020	image-classificationImage Classification	—Unverified	0
Synthesis of COVID-19 Chest X-rays using Unpaired Image-to-Image Translation	Oct 20, 2020	COVID-19 DiagnosisDomain Adaptation	CodeCode Available	1
Identifying Melanoma Images using EfficientNet Ensemble: Winning Solution to the SIIM-ISIC Melanoma Classification Challenge	Oct 11, 2020	Medical Image Classification	CodeCode Available	1
Explaining Clinical Decision Support Systems in Medical Imaging using Cycle-Consistent Activation Maximization	Oct 9, 2020	Breast Cancer DetectionDecision Making	—Unverified	0
Contrastive Learning of Medical Visual Representations from Paired Images and Text	Oct 2, 2020	Contrastive LearningDescriptive	CodeCode Available	1
Emergent symbolic language based deep medical image classification	Aug 22, 2020	ClassificationDecision Making	CodeCode Available	0
An Aggregate Method for Thorax Diseases Classification	Aug 7, 2020	ClassificationGeneral Classification	CodeCode Available	0
MED-TEX: Transferring and Explaining Knowledge with Less Data from Pretrained Medical Imaging Models	Aug 6, 2020	image-classificationImage Classification	—Unverified	0
A Novel Global Spatial Attention Mechanism in Convolutional Neural Network for Medical Image Classification	Jul 31, 2020	Binary ClassificationClassification	—Unverified	0
Learning and Exploiting Interclass Visual Correlations for Medical Image Classification	Jul 13, 2020	ClassificationGeneral Classification	—Unverified	0
4S-DT: Self Supervised Super Sample Decomposition for Transfer learning with application to COVID-19 detection	Jun 26, 2020	General Classificationimage-classification	—Unverified	0

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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