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A Survey on Deep Learning in Medical Image Analysis

v1v2 (latest)

A Survey on Deep Learning in Medical Image Analysis

19 February 2017

Mohsen Ghafoorian

Jeroen van der Laak

Bram van Ginneken

ArXiv (abs)PDF HTML

Papers citing "A Survey on Deep Learning in Medical Image Analysis"

50 / 1,708 papers shown

A co-evolving agentic AI system for medical imaging analysis

A co-evolving agentic AI system for medical imaging analysis

...

145

2

0

24 Sep 2025

Region-of-Interest Augmentation for Mammography Classification under Patient-Level Cross-Validation

Region-of-Interest Augmentation for Mammography Classification under Patient-Level Cross-Validation

Mohsen Mohammadagha

143

0

0

24 Sep 2025

ColorBlindnessEval: Can Vision-Language Models Pass Color Blindness Tests?

ColorBlindnessEval: Can Vision-Language Models Pass Color Blindness Tests?

78

2

0

23 Sep 2025

Unified Multimodal Coherent Field: Synchronous Semantic-Spatial-Vision Fusion for Brain Tumor Segmentation

Unified Multimodal Coherent Field: Synchronous Semantic-Spatial-Vision Fusion for Brain Tumor Segmentation

95

0

0

22 Sep 2025

Deep Learning Inductive Biases for fMRI Time Series Classification during Resting-state and Movie-watching

Deep Learning Inductive Biases for fMRI Time Series Classification during Resting-state and Movie-watching

Behdad Khodabandehloo

90

0

0

21 Sep 2025

Checking extracted rules in Neural Networks

Checking extracted rules in Neural Networks

97

0

0

20 Sep 2025

ENSAM: an efficient foundation model for interactive segmentation of 3D medical images

ENSAM: an efficient foundation model for interactive segmentation of 3D medical images

Agnar Martin Bjørnstad

103

1

0

19 Sep 2025

Intelligent Healthcare Imaging Platform: A VLM-Based Framework for Automated Medical Image Analysis and Clinical Report Generation

Intelligent Healthcare Imaging Platform: A VLM-Based Framework for Automated Medical Image Analysis and Clinical Report Generation

Samer Al-Hamadani

128

0

0

16 Sep 2025

Generative AI Pipeline for Interactive Prompt-driven 2D-to-3D Vascular Reconstruction for Fontan Geometries from Contrast-Enhanced X-Ray Fluoroscopy Imaging

Generative AI Pipeline for Interactive Prompt-driven 2D-to-3D Vascular Reconstruction for Fontan Geometries from Contrast-Enhanced X-Ray Fluoroscopy Imaging

Prahlad G Menon

76

0

0

16 Sep 2025

EMeRALDS: Electronic Medical Record Driven Automated Lung Nodule Detection and Classification in Thoracic CT Images

EMeRALDS: Electronic Medical Record Driven Automated Lung Nodule Detection and Classification in Thoracic CT Images

Muhammad Hamza Zafar

Syed Muhammad Anwar

113

0

0

15 Sep 2025

EfficientNet in Digital Twin-based Cardiac Arrest Prediction and Analysis

EfficientNet in Digital Twin-based Cardiac Arrest Prediction and Analysis

Muhammad Mumtaz Ali

Murray Patterson

25

0

0

09 Sep 2025

A Multi-Modal Deep Learning Framework for Colorectal Pathology Diagnosis: Integrating Histological and Colonoscopy Data in a Pilot Study

A Multi-Modal Deep Learning Framework for Colorectal Pathology Diagnosis: Integrating Histological and Colonoscopy Data in a Pilot Study

65

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0

08 Sep 2025

Curia: A Multi-Modal Foundation Model for Radiology

Curia: A Multi-Modal Foundation Model for Radiology

Corentin Dancette

Antoine Saporta

Hélène Philippe

Elodie Ferreres

...

François Legou

Pierre Manceron

168

1

0

08 Sep 2025

Systematic Review and Meta-analysis of AI-driven MRI Motion Artifact Detection and Correction

Systematic Review and Meta-analysis of AI-driven MRI Motion Artifact Detection and Correction

Richard L. J. Qiu

80

0

0

05 Sep 2025

Advanced Brain Tumor Segmentation Using EMCAD: Efficient Multi-scale Convolutional Attention Decoding

Advanced Brain Tumor Segmentation Using EMCAD: Efficient Multi-scale Convolutional Attention Decoding

Tania-Amanda Nkoyo Fredrick Eneye

Chukwuebuka Ijezue

116

0

0

05 Sep 2025

Multi-Scale Deep Learning for Colon Histopathology: A Hybrid Graph-Transformer Approach

Multi-Scale Deep Learning for Colon Histopathology: A Hybrid Graph-Transformer Approach

Amirhossein Ahmadkhan Kordbacheh

67

0

0

02 Sep 2025

SpectMamba: Integrating Frequency and State Space Models for Enhanced Medical Image Detection

SpectMamba: Integrating Frequency and State Space Models for Enhanced Medical Image DetectionInformation Processing in Medical Imaging (IPMI), 2025

157

0

0

01 Sep 2025

MoE-Health: A Mixture of Experts Framework for Robust Multimodal Healthcare Prediction

MoE-Health: A Mixture of Experts Framework for Robust Multimodal Healthcare Prediction

Christopher C. Yang

133

1

0

29 Aug 2025

GLENDA: Gynecologic Laparoscopy Endometriosis Dataset

GLENDA: Gynecologic Laparoscopy Endometriosis DatasetConference on Multimedia Modeling (MMM), 2019

Andreas Leibetseder

Klaus Schoeffmann

Simon Keckstein

Jörg Keckstein

72

31

0

29 Aug 2025

Segmentation and Classification of Pap Smear Images for Cervical Cancer Detection Using Deep Learning

Segmentation and Classification of Pap Smear Images for Cervical Cancer Detection Using Deep Learning

Nisreen Albzour

72

0

0

25 Aug 2025

Diffusion-Based Data Augmentation for Medical Image Segmentation

Diffusion-Based Data Augmentation for Medical Image Segmentation

Francesco Setti

81

2

0

25 Aug 2025

Deep Learning with Self-Attention and Enhanced Preprocessing for Precise Diagnosis of Acute Lymphoblastic Leukemia from Bone Marrow Smears in Hemato-Oncology

Deep Learning with Self-Attention and Enhanced Preprocessing for Precise Diagnosis of Acute Lymphoblastic Leukemia from Bone Marrow Smears in Hemato-Oncology

Md.Mahbubul Haque

111

1

0

24 Aug 2025

In-hoc Concept Representations to Regularise Deep Learning in Medical Imaging

In-hoc Concept Representations to Regularise Deep Learning in Medical Imaging

Floris Six Dijkstra

Kristoffer Wickstrøm

104

0

0

19 Aug 2025

UNICON: UNIfied CONtinual Learning for Medical Foundational Models

UNICON: UNIfied CONtinual Learning for Medical Foundational Models

Mohammad Areeb Qazi

Munachiso S Nwadike

Ibrahim Almakky

122

0

0

19 Aug 2025

CryptPEFT: Efficient and Private Neural Network Inference via Parameter-Efficient Fine-Tuning

CryptPEFT: Efficient and Private Neural Network Inference via Parameter-Efficient Fine-Tuning

228

1

0

17 Aug 2025

HistoViT: Vision Transformer for Accurate and Scalable Histopathological Cancer Diagnosis

HistoViT: Vision Transformer for Accurate and Scalable Histopathological Cancer Diagnosis

100

4

0

15 Aug 2025

CoFi: A Fast Coarse-to-Fine Few-Shot Pipeline for Glomerular Basement Membrane Segmentation

CoFi: A Fast Coarse-to-Fine Few-Shot Pipeline for Glomerular Basement Membrane Segmentation

Daniel Reisenbüchler

156

0

0

15 Aug 2025

GNN-based Unified Deep Learning

GNN-based Unified Deep Learning

107

1

0

14 Aug 2025

Automated Segmentation of Coronal Brain Tissue Slabs for 3D Neuropathology

Automated Segmentation of Coronal Brain Tissue Slabs for 3D Neuropathology

Jonathan Williams Ramirez

Dina Zemlyanker

Lucas Jacob Deden Binder

Erendira Garcia Pallares

...

Derek H. Oakley

Bradley T. Hyman

Juan Eugenio Iglesias

80

0

0

13 Aug 2025

Dynamic Survival Prediction using Longitudinal Images based on Transformer

Dynamic Survival Prediction using Longitudinal Images based on Transformer

97

0

0

12 Aug 2025

Unified and Semantically Grounded Domain Adaptation for Medical Image Segmentation

Unified and Semantically Grounded Domain Adaptation for Medical Image Segmentation

Mahmud Mossa-Basha

242

0

0

12 Aug 2025

Enhanced Liver Tumor Detection in CT Images Using 3D U-Net and Bat Algorithm for Hyperparameter Optimization

Enhanced Liver Tumor Detection in CT Images Using 3D U-Net and Bat Algorithm for Hyperparameter OptimizationOpen Journal of Medical Imaging (OJMI), 2025

Nastaran Ghorbani

Bitasadat Jamshidi

Mohsen Rostamy-Malkhalifeh

141

0

0

11 Aug 2025

Advanced Multi-Architecture Deep Learning Framework for BIRADS-Based Mammographic Image Retrieval: Comprehensive Performance Analysis with Super-Ensemble Optimization

Advanced Multi-Architecture Deep Learning Framework for BIRADS-Based Mammographic Image Retrieval: Comprehensive Performance Analysis with Super-Ensemble Optimization

MD Shaikh Rahman

Feiroz Humayara

Syed Maudud E Rabbi

Muhammad Mahbubur Rashid

124

0

0

06 Aug 2025

Benchmarking Uncertainty and its Disentanglement in multi-label Chest X-Ray Classification

Benchmarking Uncertainty and its Disentanglement in multi-label Chest X-Ray Classification

187

1

0

06 Aug 2025

Slice or the Whole Pie? Utility Control for AI Models

Slice or the Whole Pie? Utility Control for AI Models

108

0

0

06 Aug 2025

Infrared Object Detection with Ultra Small ConvNets: Is ImageNet Pretraining Still Useful?

Infrared Object Detection with Ultra Small ConvNets: Is ImageNet Pretraining Still Useful?

Srikanth Muralidharan

Masih Aminbeidokhti

130

0

0

04 Aug 2025

Transfer Learning with EfficientNet for Accurate Leukemia Cell Classification

Transfer Learning with EfficientNet for Accurate Leukemia Cell Classification

80

4

0

04 Aug 2025

Learning Semantic Directions for Feature Augmentation in Domain-Generalized Medical Segmentation

Learning Semantic Directions for Feature Augmentation in Domain-Generalized Medical Segmentation

177

0

0

31 Jul 2025

SwinECAT: A Transformer-based fundus disease classification model with Shifted Window Attention and Efficient Channel Attention

SwinECAT: A Transformer-based fundus disease classification model with Shifted Window Attention and Efficient Channel Attention

186

0

0

29 Jul 2025

Multi-Attention Stacked Ensemble for Lung Cancer Detection in CT Scans

Multi-Attention Stacked Ensemble for Lung Cancer Detection in CT Scans

100

1

0

27 Jul 2025

Differential-UMamba: Rethinking Tumor Segmentation Under Limited Data Scenarios

Differential-UMamba: Rethinking Tumor Segmentation Under Limited Data Scenarios

Romain Hérault

Clément Chatelain

142

1

0

24 Jul 2025

Faithful, Interpretable Chest X-ray Diagnosis with Anti-Aliased B-cos Networks

Faithful, Interpretable Chest X-ray Diagnosis with Anti-Aliased B-cos Networks

Marcel Kleinmann

Shashank Agnihotri

201

0

0

22 Jul 2025

GeMix: Conditional GAN-Based Mixup for Improved Medical Image Augmentation

GeMix: Conditional GAN-Based Mixup for Improved Medical Image Augmentation

Maria Eliza Patulea

Moncef Garouani

Radu Tudor Ionescu

250

0

0

21 Jul 2025

A Study of Anatomical Priors for Deep Learning-Based Segmentation of Pheochromocytoma in Abdominal CT

A Study of Anatomical Priors for Deep Learning-Based Segmentation of Pheochromocytoma in Abdominal CT

Tanjin Taher Toma

Pritam Mukherjee

...

Jayadira del Rivero

Ronald M. Summers

149

0

0

21 Jul 2025

Quantum Boltzmann Machines using Parallel Annealing for Medical Image Classification

Quantum Boltzmann Machines using Parallel Annealing for Medical Image Classification

Daniëlle Schuman

Mark V. Seebode

Michael Schroedl-Baumann

Claudia Linnhoff-Popien

Florian Krellner

86

0

0

18 Jul 2025

XAI-Guided Analysis of Residual Networks for Interpretable Pneumonia Detection in Paediatric Chest X-rays

XAI-Guided Analysis of Residual Networks for Interpretable Pneumonia Detection in Paediatric Chest X-rays

123

0

0

18 Jul 2025

Advanced U-Net Architectures with CNN Backbones for Automated Lung Cancer Detection and Segmentation in Chest CT Images

Advanced U-Net Architectures with CNN Backbones for Automated Lung Cancer Detection and Segmentation in Chest CT Images

Alireza Golkarieh

Kiana Kiashemshaki

Sajjad Rezvani Boroujeni

Nasibeh Asadi Isakan

123

6

0

14 Jul 2025

Interpretability-Aware Pruning for Efficient Medical Image Analysis

Interpretability-Aware Pruning for Efficient Medical Image Analysis

Neeraj Kumar Singh

Chintan Chitroda

Vinay Kumar Sankarapu

AAML FAtt MedIm

162

0

0

11 Jul 2025

Feature Bank Enhancement for Distance-based Out-of-Distribution Detection

Feature Bank Enhancement for Distance-based Out-of-Distribution Detection

164

0

0

11 Jul 2025

Improving Robustness and Reliability in Medical Image Classification with Latent-Guided Diffusion and Nested-Ensembles

Improving Robustness and Reliability in Medical Image Classification with Latent-Guided Diffusion and Nested-EnsemblesIEEE Transactions on Medical Imaging (TMI), 2023

Brennan Nichyporuk

511

11

0

01 Jul 2025

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