A Survey on Deep Learning in Medical Image Analysis

19 February 2017

Bram van Ginneken

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

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Title
Integration of Self-Supervised BYOL in Semi-Supervised Medical Image Recognition Hao Feng Yuanzhe Jia Ruijia Xu Mukesh Prasad Ali Anaissi Ali Braytee 35 3 0 16 Apr 2024
Black-box Adversarial Transferability: An Empirical Study in Cybersecurity Perspective Khushnaseeb Roshan Aasim Zafar AAML 33 6 0 15 Apr 2024
PM2: A New Prompting Multi-modal Model Paradigm for Few-shot Medical Image Classification Zhenwei Wang Qiule Sun Bingbing Zhang Pengfei Wang Jianxin Zhang Qiang Zhang VLM 38 1 0 13 Apr 2024
Bootstrapping Chest CT Image Understanding by Distilling Knowledge from X-ray Expert Models Weiwei Cao Jianpeng Zhang Yingda Xia Tony C. W. Mok Zi Li X. Ye Le Lu Jian Zheng Yuxing Tang Ling Zhang 31 1 0 07 Apr 2024
ProtoAL: Interpretable Deep Active Learning with prototypes for medical imaging Iury B. de A. Santos André C.P.L.F. de Carvalho MedIm 30 1 0 06 Apr 2024
How Much Data are Enough? Investigating Dataset Requirements for Patch-Based Brain MRI Segmentation Tasks Dongang Wang Peilin Liu Hengrui Wang H. Beadnall K. Kyle ... Tom Weidong Cai Wanli Ouyang Fernando Calamante Michael Barnett Chenyu Wang 32 2 0 04 Apr 2024
Contextual Embedding Learning to Enhance 2D Networks for Volumetric Image Segmentation Zhuoyuan Wang Dongming Sun Xiangyun Zeng Ruodai Wu Yi Wang 39 1 0 02 Apr 2024
Attention-based Shape-Deformation Networks for Artifact-Free Geometry Reconstruction of Lumbar Spine from MR Images Linchen Qian Jiasong Chen Linhai Ma Timur Urakov Weiyong Gu Liang Liang MedIm 38 0 0 30 Mar 2024
A Geometric Explanation of the Likelihood OOD Detection Paradox Hamidreza Kamkari Brendan Leigh Ross Jesse C. Cresswell Anthony L. Caterini Rahul G. Krishnan G. Loaiza-Ganem OODD 34 9 0 27 Mar 2024
CT Synthesis with Conditional Diffusion Models for Abdominal Lymph Node Segmentation Yongrui Yu Hanyu Chen Zitian Zhang Qiong Xiao Wenhui Lei ... Yu Fu Hui Tan Guan Wang Peng Gao Xiaofan Zhang DiffM MedIm 48 5 0 26 Mar 2024
DeepKnowledge: Generalisation-Driven Deep Learning Testing S. Missaoui Simos Gerasimou Nikolaos Matragkas 43 0 0 25 Mar 2024
DeepGleason: a System for Automated Gleason Grading of Prostate Cancer using Deep Neural Networks Dominik Müller Philip Meyer Lukas Rentschler Robin Manz Jonas Bäcker ... Christoph Wengenmayr Bruno Märkl Ralf Huss Iñaki Soto Rey Johannes Raffler 31 4 0 25 Mar 2024
Self-Supervised Learning for Medical Image Data with Anatomy-Oriented Imaging Planes Tianwei Zhang Dong Wei Mengmeng Zhua Shi Gu Yefeng Zheng SSL 38 0 0 25 Mar 2024
MEDDAP: Medical Dataset Enhancement via Diversified Augmentation Pipeline Yasamin Medghalchi N. Zakariaei Arman Rahmim I. Hacihaliloglu MedIm 46 2 0 25 Mar 2024
Towards Large-Scale Training of Pathology Foundation Models kaiko.ai N. Aben Edwin D. de Jong Ioannis Gatopoulos Nicolas Kanzig Mikhail Karasikov Axel Lagré Roman Moser J. Doorn Fei Tang MedIm AI4CE 37 9 0 24 Mar 2024
CathFlow: Self-Supervised Segmentation of Catheters in Interventional Ultrasound Using Optical Flow and Transformers Alex Ranne Liming Kuang Yordanka Velikova Nassir Navab F. R. Y. Baena OOD 42 1 0 21 Mar 2024
Robustness Verifcation in Neural Networks Adrian Wurm 21 0 0 20 Mar 2024
Regularizing CNNs using Confusion Penalty Based Label Smoothing for Histopathology Images Somenath Kuiry Alaka Das M. Nasipuri N. Das 19 0 0 16 Mar 2024
RadCLIP: Enhancing Radiologic Image Analysis through Contrastive Language-Image Pre-training Zhixiu Lu Hailong Li N. Parikh Jonathan R. Dillman Lili He MedIm VLM 40 0 0 15 Mar 2024
Efficient Event-Based Object Detection: A Hybrid Neural Network with Spatial and Temporal Attention Soikat Hasan Ahmed Jan Finkbeiner Emre Neftci 38 0 0 15 Mar 2024
Equipping Computational Pathology Systems with Artifact Processing Pipelines: A Showcase for Computation and Performance Trade-offs Neel Kanwal Farbod Khoraminia Umay Kiraz Andrés Mosquera-Zamudio Carlos Monteagudo Emiel A. M. Janssen T. Zuiverloon Chunmig Rong K. Engan MoE 41 4 0 12 Mar 2024
Mask-Enhanced Segment Anything Model for Tumor Lesion Semantic Segmentation Hairong Shi Songhao Han Shaofei Huang Yue Liao Guanbin Li Xiangxing Kong Hua Zhu Xiaomu Wang Si Liu MedIm 35 3 0 09 Mar 2024
Self and Mixed Supervision to Improve Training Labels for Multi-Class Medical Image Segmentation Jianfei Liu Christopher Parnell Ronald M. Summers 38 1 0 06 Mar 2024
Artificial Intelligence and Diabetes Mellitus: An Inside Look Through the Retina Yasin Sadeghi Bazargani Majid Mirzaei Navid Sobhi M. Abdollahi Ali Jafarizadeh Siamak Pedrammehr R. Alizadehsani R. Tan Sheikh Mohammad Shariful Islam U. R. Acharya 28 4 0 28 Feb 2024
MedContext: Learning Contextual Cues for Efficient Volumetric Medical Segmentation Hanan Gani Muzammal Naseer Fahad Khan Salman Khan 28 0 0 27 Feb 2024
A Comprehensive Survey of Convolutions in Deep Learning: Applications, Challenges, and Future Trends Abolfazl Younesi Mohsen Ansari Mohammadamin Fazli A. Ejlali Muhammad Shafique Joerg Henkel 3DV 52 44 0 23 Feb 2024
Self-supervised Visualisation of Medical Image Datasets I. V. Nwabufo Jan Niklas Böhm Philipp Berens D. Kobak 42 0 0 22 Feb 2024
A Literature Review of Literature Reviews in Pattern Analysis and Machine Intelligence Penghai Zhao Xin Zhang Ming-Ming Cheng Jian Yang Xiang Li 40 1 0 20 Feb 2024
Compression Repair for Feedforward Neural Networks Based on Model Equivalence Evaluation Zihao Mo Yejiang Yang Shuaizheng Lu Weiming Xiang 40 1 0 18 Feb 2024
Training-free image style alignment for self-adapting domain shift on handheld ultrasound devices Hongye Zeng K. Zou Zhihao Chen Yuchong Gao Hongbo Chen ... Rick Siow Mong Goh Yong-Jin Liu Chang Jiang Ru Zheng Huazhu Fu OOD 45 0 0 17 Feb 2024
Predictive Uncertainty Quantification via Risk Decompositions for Strictly Proper Scoring Rules Nikita Kotelevskii Maxim Panov PER UQCV UD 37 4 0 16 Feb 2024
Current and future roles of artificial intelligence in retinopathy of prematurity Ali Jafarizadeh Shadi Farabi Maleki Parnia Pouya Navid Sobhi M. Abdollahi ... Houshyar Asadi R. Alizadehsani Ruyan Tan Sheikh Mohammad Shariful Islam U. R. Acharya AI4CE 34 6 0 15 Feb 2024
Exploring the Relationship: Transformative Adaptive Activation Functions in Comparison to Other Activation Functions Vladimír Kunc 24 1 0 14 Feb 2024
Comparative Analysis of ImageNet Pre-Trained Deep Learning Models and DINOv2 in Medical Imaging Classification Yuning Huang Jingchen Zou Lanxi Meng Xin Yue Qing Zhao Jianqiang Li Changwei Song Gabriel Jimenez Shaowu Li Guanghui Fu 36 8 0 12 Feb 2024
Bayesian Deep Learning Via Expectation Maximization and Turbo Deep Approximate Message Passing Wei Xu An Liu Yiting Zhang Vincent Lau BDL 25 1 0 12 Feb 2024
Intensive Vision-guided Network for Radiology Report Generation Fudan Zheng Mengfei Li Ying Wang Weijiang Yu Ruixuan Wang Zhiguang Chen Nong Xiao Yutong Lu 33 1 0 06 Feb 2024
Beyond Strong labels: Weakly-supervised Learning Based on Gaussian Pseudo Labels for The Segmentation of Ellipse-like Vascular Structures in Non-contrast CTs Qixiang Ma Antoine Lucas Huazhong Shu A. Kaladji P. Haigron 26 0 0 05 Feb 2024
[Citation needed] Data usage and citation practices in medical imaging conferences Théo Sourget Ahmet Akkocc Stinna Winther Christine Lyngbye Galsgaard Amelia Jiménez-Sánchez Dovile Juodelyte Caroline Petitjean V. Cheplygina 21 2 0 05 Feb 2024
A Deep Learning Approach for Brain Tumor Classification and Segmentation Using a Multiscale Convolutional Neural Network F. Pernas M. Martínez-Zarzuela M. Antón-Rodríguez D. G. Ortega 38 343 0 04 Feb 2024
Review of multimodal machine learning approaches in healthcare "Felix H. Krones Umar Marikkar Guy Parsons Adam Szmul Adam Mahdi 40 27 0 04 Feb 2024
Exploring Intrinsic Properties of Medical Images for Self-Supervised Binary Semantic Segmentation P. Singh Jacopo Cirrone 16 0 0 04 Feb 2024
Decentralised, Collaborative, and Privacy-preserving Machine Learning for Multi-Hospital Data Cong Fang Adam Dziedzic Lin Zhang Laura Oliva A. Verma Fahad Razak Nicolas Papernot Bo Wang OOD 17 11 0 31 Jan 2024
Evaluation of pseudo-healthy image reconstruction for anomaly detection with deep generative models: Application to brain FDG PET Ravi Hassanaly Camille Brianceau Maelys Solal O. Colliot Ninon Burgos MedIm 38 5 0 29 Jan 2024
Breaking the Barrier: Selective Uncertainty-based Active Learning for Medical Image Segmentation Siteng Ma Haochang Wu Aonghus Lawlor Ruihai Dong OOD EDL 33 6 0 29 Jan 2024
HICH Image/Text (HICH-IT): Comprehensive Text and Image Datasets for Hypertensive Intracerebral Hemorrhage Research Jie Li Yulong Xia Tongxin Yang Fenglin Cai Miao Wei Zhiwei Zhang Li Jiang VLM 28 0 0 29 Jan 2024
SymTC: A Symbiotic Transformer-CNN Net for Instance Segmentation of Lumbar Spine MRI Jiasong Chen Linchen Qian Linhai Ma Timur Urakov Weiyong Gu Liang Liang MedIm 39 4 0 17 Jan 2024
Exploring the Role of Convolutional Neural Networks (CNN) in Dental Radiography Segmentation: A Comprehensive Systematic Literature Review Walid Brahmi Imen Jdey Fadoua Drira 25 16 0 17 Jan 2024
MICA: Towards Explainable Skin Lesion Diagnosis via Multi-Level Image-Concept Alignment Yequan Bie Luyang Luo Hao Chen 29 14 0 16 Jan 2024
Convolutional Neural Network Compression via Dynamic Parameter Rank Pruning Manish Sharma Jamison Heard Eli Saber Panos P. Markopoulos 31 1 0 15 Jan 2024
Knowledge-Informed Machine Learning for Cancer Diagnosis and Prognosis: A review Lingchao Mao Hairong Wang Leland S. Hu Nhan L Tran Peter D Canoll Kristin R Swanson Jing Li 32 6 0 12 Jan 2024