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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
Intensive Vision-guided Network for Radiology Report Generation Fudan Zheng Mengfei Li Ying Wang Weijiang Yu Ruixuan Wang Zhiguang Chen Nong Xiao Yutong Lu 160 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 84 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 Veronika Cheplygina 44 3 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 105 360 0 04 Feb 2024
Review of multimodal machine learning approaches in healthcare "Felix H. Krones Umar Marikkar Guy Parsons Adam Szmul Adam Mahdi 126 34 0 04 Feb 2024
Exploring Intrinsic Properties of Medical Images for Self-Supervised Binary Semantic Segmentation P. Singh Jacopo Cirrone 86 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 45 14 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 77 8 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 98 7 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 58 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 81 8 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 105 21 0 17 Jan 2024
MICA: Towards Explainable Skin Lesion Diagnosis via Multi-Level Image-Concept Alignment Yequan Bie Luyang Luo Hao Chen 79 15 0 16 Jan 2024
Convolutional Neural Network Compression via Dynamic Parameter Rank Pruning Manish Sharma Jamison Heard Eli Saber Panos P. Markopoulos 73 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 122 6 0 12 Jan 2024
Learn From Zoom: Decoupled Supervised Contrastive Learning For WCE Image Classification Kunpeng Qiu Zhiying Zhou Yongxin Guo 46 2 0 11 Jan 2024
Segment anything model (SAM) for brain extraction in fMRI studies Dwith Chenna Suyash Bhogawar 29 0 0 09 Jan 2024
Multi-scale attention-based instance segmentation for measuring crystals with large size variation Theresa Neubauer Astrid Berg M. Wimmer Dimitrios Lenis David Major ... Gaia Romana De Paolis Johannes Novotny Daniel Lüftner Katja Reinharter Katja Bühler 38 2 0 08 Jan 2024
Segment Anything Model for Medical Image Segmentation: Current Applications and Future Directions Yichi Zhang Zhenrong Shen Rushi Jiao VLM MedIm 107 144 0 07 Jan 2024
Self-supervised learning for skin cancer diagnosis with limited training data Hamish Haggerty Rohitash Chandra 77 4 0 01 Jan 2024
GROOD: Gradient-Aware Out-of-Distribution Detection Mostafa ElAraby Sabyasachi Sahoo Y. Pequignot Paul Novello Liam Paull 87 0 0 22 Dec 2023
Wave Physics-informed Matrix Factorizations Harsha Vardhan Tetali J. Harley B. Haeffele 79 1 0 21 Dec 2023
ADA-YOLO: Dynamic Fusion of YOLOv8 and Adaptive Heads for Precise Image Detection and Diagnosis Shun Liu Jianan Zhang Ruocheng Song Teik Toe Teoh 34 3 0 14 Dec 2023
ReFusion: Learning Image Fusion from Reconstruction with Learnable Loss via Meta-Learning Haowen Bai Zixiang Zhao Jiangshe Zhang Yichen Wu Lilun Deng Yukun Cui Shuang Xu Baisong Jiang 119 9 0 13 Dec 2023
CLASS-M: Adaptive stain separation-based contrastive learning with pseudo-labeling for histopathological image classification Bodong Zhang Hamid Manoochehri M. M. Ho Fahimeh Fooladgar Yosep Chong Beatrice Knudsen Deepika Sirohi Tolga Tasdizen 116 5 0 12 Dec 2023
UNeR3D: Versatile and Scalable 3D RGB Point Cloud Generation from 2D Images in Unsupervised Reconstruction Hongbin Lin Juangui Xu Qingfeng Xu Zhengyu Hu Handing Xu Yunzhi Chen Yongjun Hu Zhenguo Nie 3DPC 75 0 0 10 Dec 2023
gcDLSeg: Integrating Graph-cut into Deep Learning for Binary Semantic Segmentation Hui Xie Weiyu Xu Ya Xing Wang John Buatti Xiaodong Wu SSeg 58 1 0 07 Dec 2023
Simultaneous Alignment and Surface Regression Using Hybrid 2D-3D Networks for 3D Coherent Layer Segmentation of Retinal OCT Images with Full and Sparse Annotations Hong Liu Dong Wei Donghuan Lu Xiaoying Tang Liansheng Wang Yefeng Zheng 41 9 0 04 Dec 2023
Syn3DWound: A Synthetic Dataset for 3D Wound Bed Analysis Léo Lebrat Rodrigo Santa Cruz Remi Chierchia Yulia Arzhaeva M. Armin ... Michelle Barakat-Johnson Georgina Luscombe Clinton Fookes Olivier Salvado David Ahmedt-Aristizabal 80 2 0 27 Nov 2023
A Social-aware Gaussian Pre-trained Model for Effective Cold-start Recommendation Siwei Liu Xi Wang Craig Macdonald I. Ounis 83 10 0 27 Nov 2023
DISYRE: Diffusion-Inspired SYnthetic REstoration for Unsupervised Anomaly Detection Sergio Naval Marimont Matthew Baugh Vasilis Siomos Christos Tzelepis Bernhard Kainz G. Tarroni DiffM MedIm 75 7 0 26 Nov 2023
Enhancing mTBI Diagnosis with Residual Triplet Convolutional Neural Network Using 3D CT Hanem Ellethy Shekhar S. Chandra Viktor Vegh 59 1 0 23 Nov 2023
Deep Interactive Segmentation of Medical Images: A Systematic Review and Taxonomy Zdravko Marinov Paul F. Jäger Jan Egger Jens Kleesiek Rainer Stiefelhagen 82 19 0 23 Nov 2023
Expanding the deep-learning model to diagnosis LVNC: Limitations and trade-offs Gregorio Bernabé Pilar González-Férez J. M. García Guillem Casas Josefa González-Carrillo 34 3 0 23 Nov 2023
Energy efficiency in Edge TPU vs. embedded GPU for computer-aided medical imaging segmentation and classification José María Rodríguez Corral Javier Civit-Masot Francisco Luna-Perejón Ignacio Díaz-Cano Arturo Morgado-Estévez M. Domínguez-Morales MedIm 44 20 0 20 Nov 2023
Open-Vocabulary Camouflaged Object Segmentation Youwei Pang Xiaoqi Zhao Jiaming Zuo Lihe Zhang Huchuan Lu VLM ObjD 100 7 0 19 Nov 2023
Enhancing the Reliability of Segment Anything Model for Auto-Prompting Medical Image Segmentation with Uncertainty Rectification Yichi Zhang Shiyao Hu Sijie Ren Chen Jiang Yuan Cheng Yuan Qi MedIm 77 5 0 17 Nov 2023
Deep Residual CNN for Multi-Class Chest Infection Diagnosis Ryan Donghan Kwon Dohyun Lim Yoonha Lee Seung Won Lee 32 1 0 17 Nov 2023
UniMOS: A Universal Framework For Multi-Organ Segmentation Over Label-Constrained Datasets Can Li Sheng Shao Junyi Qu Shuchao Pang M. Orgun 82 0 0 17 Nov 2023
Overcoming Data Scarcity in Biomedical Imaging with a Foundational Multi-Task Model Raphael Schäfer Till Nicke Henning Höfener Annkristin Lange Dorit Merhof Friedrich Feuerhake Volkmar Schulz Johannes Lotz Fabian Kiessling VLM 56 23 0 16 Nov 2023
GAIA: Delving into Gradient-based Attribution Abnormality for Out-of-distribution Detection Jinggang Chen Junjie Li Xiaoyang Qu Jianzong Wang Jiguang Wan Jing Xiao OODD 67 10 0 16 Nov 2023
Simple but Effective Unsupervised Classification for Specified Domain Images: A Case Study on Fungi Images Zhaocong liu Fa Zhang Lin Cheng Huanxi Deng Xiaoyan Yang Zhenyu Zhang Chichun Zhou 55 2 0 15 Nov 2023
Robust Brain MRI Image Classification with SIBOW-SVM Liyun Zeng Hao Helen Zhang 131 1 0 15 Nov 2023
An Automated Pipeline for Tumour-Infiltrating Lymphocyte Scoring in Breast Cancer A. Shephard Mostafa Jahanifar Ruoyu Wang Muhammad Dawood Simon Graham K. Sidlauskas S. Khurram Nasir M. Rajpoot S. Raza 52 4 0 10 Nov 2023
Transformer-based Model for Oral Epithelial Dysplasia Segmentation A. Shephard H. Mahmood S. Raza A. L. D. Araújo A. Santos-Silva ... Jill M Brooks P. Nankivell H. Mehanna S. Khurram Nasir M. Rajpoot MedIm 80 1 0 09 Nov 2023
SIRE: scale-invariant, rotation-equivariant estimation of artery orientations using graph neural networks Dieuwertje Alblas Julian Suk Christoph Brune K. K. Yeung J. Wolterink MedIm 81 3 0 09 Nov 2023
CSAM: A 2.5D Cross-Slice Attention Module for Anisotropic Volumetric Medical Image Segmentation A. Hung Haoxin Zheng Kai Zhao Xiaoxi Du Kaifeng Pang Qi Miao Steven S. Raman D. Terzopoulos Kyunghyun Sung 3DPC 68 5 0 08 Nov 2023
Nonnegative/Binary Matrix Factorization for Image Classification using Quantum Annealing Hinako Asaoka Kazue Kudo 61 9 0 02 Nov 2023
From Denoising Training to Test-Time Adaptation: Enhancing Domain Generalization for Medical Image Segmentation Ruxue Wen Hangjie Yuan Dong Ni Wenbo Xiao Yaoyao Wu OOD 96 15 0 31 Oct 2023
Classifier-head Informed Feature Masking and Prototype-based Logit Smoothing for Out-of-Distribution Detection Zhuohao Sun Yiqiao Qiu Zhijun Tan Weishi Zheng Ruixuan Wang OODD 76 6 0 27 Oct 2023