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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
Less is More? Revisiting the Importance of Frame Rate in Real-Time Zero-Shot Surgical Video Segmentation Utku Ozbulak Seyed Amir Mousavi Francesca Tozzi Nikdokht Rashidian W. Willaert W. D. Neve J. Vankerschaver 91 0 0 28 Feb 2025
Post-Hoc Uncertainty Quantification in Pre-Trained Neural Networks via Activation-Level Gaussian Processes Richard Bergna Stefan Depeweg Sergio Calvo-Ordoñez Jonathan Plenk Alvaro Cartea Jose Miguel Hernandez-Lobato UQCV AI4CE 82 0 0 28 Feb 2025
Deep learning and classical computer vision techniques in medical image analysis: Case studies on brain MRI tissue segmentation, lung CT COPD registration, and skin lesion classification Anyimadu Daniel Tweneboah Suleiman Taofik Ahmed Hossain Mohammad Imran 107 0 0 26 Feb 2025
MedKAN: An Advanced Kolmogorov-Arnold Network for Medical Image Classification Zhuoqin Yang Jiansong Zhang Xiaoling Luo Zheng Lu Linlin Shen MedIm 124 3 0 25 Feb 2025
Surgical Scene Understanding in the Era of Foundation AI Models: A Comprehensive Review Ufaq Khan Umair Nawaz A. Qayyum Shazad Ashraf Muhammad Bilal Junaid Qadir 145 0 0 24 Feb 2025
M3DA: Benchmark for Unsupervised Domain Adaptation in 3D Medical Image Segmentation B. Shirokikh Anvar Kurmukov Mariia Donskova Valentin Samokhin Mikhail Belyaev Ivan Oseledets OOD 96 0 0 24 Feb 2025
IBURD: Image Blending for Underwater Robotic Detection Jungseok Hong Sakshi Singh Junaed Sattar 117 1 0 24 Feb 2025
Utilizing AI and Machine Learning for Predictive Analysis of Post-Treatment Cancer Recurrence Muhammad Umer Qayyum Muhammad Fahad Nasrullah Abbasi AI4CE 77 3 0 20 Feb 2025
Using Graph Convolutional Networks to Address fMRI Small Data Problems Thomas Screven Andras Necz J. Smucny Ian Davidson GNN MedIm 55 1 0 19 Feb 2025
OCT Data is All You Need: How Vision Transformers with and without Pre-training Benefit Imaging Zihao Han Philippe De Wilde ViT 128 0 0 17 Feb 2025
DCENWCNet: A Deep CNN Ensemble Network for White Blood Cell Classification with LIME-Based Explainability Sibasish Dhibar 134 0 0 08 Feb 2025
Homeomorphism Prior for False Positive and Negative Problem in Medical Image Dense Contrastive Representation Learning Yuting He Boyu Wang Rongjun Ge Yang Chen Guanyu Yang Shuo Li MedIm AAML 119 2 0 07 Feb 2025
Motion-enhancement to Echocardiography Segmentation via Inserting a Temporal Attention Module: An Efficient, Adaptable, and Scalable Approach M. Hasan Guang Yang Choon Hwai Yap 86 0 0 28 Jan 2025
Leveraging Video Vision Transformer for Alzheimer's Disease Diagnosis from 3D Brain MRI Taymaz Akan Sait Alp Md. Shenuarin Bhuiyan Elizabeth A. Disbrow Steven A. Conrad John A. Vanchiere Christopher G. Kevil M. A. N. Bhuiyan MedIm 79 0 0 28 Jan 2025
Synthetic CT image generation from CBCT: A Systematic Review Alzahra Altalib Scott McGregor Chunhui Li Alessandro Perelli DiffM MedIm 72 2 0 22 Jan 2025
Merging Context Clustering with Visual State Space Models for Medical Image Segmentation Yun Zhu Dong Zhang Yi Lin Yifei Feng Jinhui Tang Mamba 99 2 0 03 Jan 2025
A Prototype Unit for Image De-raining using Time-Lapse Data Jaehoon Cho Minjung Yoo Jini Yang Sunok Kim 101 0 0 27 Dec 2024
Pretraining with random noise for uncertainty calibration Jeonghwan Cheon Se-Bum Paik OnRL 188 2 0 23 Dec 2024
Read Like a Radiologist: Efficient Vision-Language Model for 3D Medical Imaging Interpretation Changsun Lee Sangjoon Park Cheong-Il Shin Woo Hee Choi Hyun Jeong Park J. Lee Jong Chul Ye 159 2 0 18 Dec 2024
S2S2: Semantic Stacking for Robust Semantic Segmentation in Medical Imaging Yimu Pan Sitao Zhang Alison D. Gernand Jeffery A. Goldstein J. Z. Wang 135 2 0 17 Dec 2024
ITP: Instance-Aware Test Pruning for Out-of-Distribution Detection Haonan Xu Yang Yang OODD 150 2 0 17 Dec 2024
Mask Enhanced Deeply Supervised Prostate Cancer Detection on B-mode Micro-Ultrasound Lichun Zhang Steve Zhou Moon Hyung Choi Jeong Hoon Lee Shengtian Sang ... Wei Shao Ahmed N. El Kaffas Richard E. Fan G. Sonn M. Rusu MedIm 129 0 0 14 Dec 2024
A Decade of Deep Learning: A Survey on The Magnificent Seven Dilshod Azizov Muhammad Arslan Manzoor Velibor Bojkovic Yingxu Wang Ziyi Wang ... Liang Li Siwei Liu Yu Zhong Wei Liu Shangsong Liang OOD AI4TS MedIm 177 0 0 13 Dec 2024
Embeddings are all you need! Achieving High Performance Medical Image Classification through Training-Free Embedding Analysis Raj Hansini Khoiwal Alan B. McMillan MedIm 111 0 0 12 Dec 2024
LDM-Morph: Latent diffusion model guided deformable image registration Jiong Wu Kuang Gong MedIm 152 4 0 23 Nov 2024
SP ${ }^3$ : Superpixel-propagated pseudo-label learning for weakly semi-supervised medical image segmentation Shiman Li Jiayue Zhao Shaolei Liu Xiaokun Dai Chenxi Zhang Zhijian Song 142 0 0 18 Nov 2024
Lung Disease Detection with Vision Transformers: A Comparative Study of Machine Learning Methods Baljinnyam Dayan LM&MA ViT MedIm 83 0 0 18 Nov 2024
KAN-Mamba FusionNet: Redefining Medical Image Segmentation with Non-Linear Modeling Akansh Agrawal Akshan Agrawal Shashwat Gupta Priyanka Bagade Mamba 158 4 0 18 Nov 2024
D-Cube: Exploiting Hyper-Features of Diffusion Model for Robust Medical Classification Minhee Jang Juheon Son Thanaporn Viriyasaranon Junho Kim Jang-Hwan Choi MedIm 122 0 0 17 Nov 2024
FedCL-Ensemble Learning: A Framework of Federated Continual Learning with Ensemble Transfer Learning Enhanced for Alzheimer's MRI Classifications while Preserving Privacy Rishit Kapoor Jesher Joshua Muralidharan Vijayarangan Natarajan B FedML OOD 151 0 0 15 Nov 2024
Gaussian Process Emulators for Few-Shot Segmentation in Cardiac MRI Bruno Viti Franz Thaler Kathrin Lisa Kapper M. Urschler Martin Holler Elias Karabelas 88 0 0 11 Nov 2024
Lost in Context: The Influence of Context on Feature Attribution Methods for Object Recognition Sayanta Adhikari Rishav Kumar Konda Reddy Mopuri Rajalakshmi Pachamuthu 94 0 0 05 Nov 2024
Benchmarking XAI Explanations with Human-Aligned Evaluations Rémi Kazmierczak Steve Azzolin Eloise Berthier Anna Hedström Patricia Delhomme ... Goran Frehse Massimiliano Mancini Baptiste Caramiaux Andrea Passerini Gianni Franchi 96 3 0 04 Nov 2024
How Good Are We? Evaluating Cell AI Foundation Models in Kidney Pathology with Human-in-the-Loop Enrichment Junlin Guo Siqi Lu Can Cui Ruining Deng Tianyuan Yao ... Catie Chang Mitchell Wilkes Mengmeng Yin Haichun Yang Yuankai Huo MedIm 94 1 0 31 Oct 2024
MLLA-UNet: Mamba-like Linear Attention in an Efficient U-Shape Model for Medical Image Segmentation Yufeng Jiang Zongxi Li Xiangyan Chen Haoran Xie Jing Cai Mamba 81 1 0 31 Oct 2024
Compositional Segmentation of Cardiac Images Leveraging Metadata Abbas Khan Muhammad Asad Martin Benning C. Roney Gregory Slabaugh 83 0 0 30 Oct 2024
Increasing Interpretability of Neural Networks By Approximating Human Visual Saliency Aidan Boyd M. Trabelsi H. Uzunalioglu Dan Kushnir FAtt 92 0 0 21 Oct 2024
Deep Learning Applications in Medical Image Analysis: Advancements, Challenges, and Future Directions Aimina Ali Eli Abida Ali OOD AAML 35 0 0 18 Oct 2024
CONSULT: Contrastive Self-Supervised Learning for Few-shot Tumor Detection Sin Chee Chin Wei Wei Lee Yeong Khang Wenming Yang MedIm 104 0 0 15 Oct 2024
Selecting the Best Sequential Transfer Path for Medical Image Segmentation with Limited Labeled Data Jingyun Yang Jun Wang Guoqing Zhang Yang Li 69 1 0 09 Oct 2024
Multiscale Latent Diffusion Model for Enhanced Feature Extraction from Medical Images Rabeya Tus Sadia Jie Zhang Jin Chen MedIm 86 0 0 05 Oct 2024
Med-TTT: Vision Test-Time Training model for Medical Image Segmentation Jiashu Xu ViT LM&MA MedIm 77 0 0 03 Oct 2024
Domain Aware Multi-Task Pretraining of 3D Swin Transformer for T1-weighted Brain MRI Jonghun Kim Mansu Kim Hyunjin Park MedIm ViT 54 0 0 01 Oct 2024
LoRKD: Low-Rank Knowledge Decomposition for Medical Foundation Models Haolin Li Yuhang Zhou Ziheng Zhao Siyuan Du Jiangchao Yao Weidi Xie Ya Zhang Yanfeng Wang 74 1 0 29 Sep 2024
Benchmarking Domain Generalization Algorithms in Computational Pathology Neda Zamanitajeddin Mostafa Jahanifar Kesi Xu Fouzia Siraj Nasir M. Rajpoot OOD 87 2 0 25 Sep 2024
To Err Is AI! Debugging as an Intervention to Facilitate Appropriate Reliance on AI Systems Gaole He Abri Bharos U. Gadiraju 78 4 0 22 Sep 2024
UU-Mamba: Uncertainty-aware U-Mamba for Cardiovascular Segmentation Ting Yu Tsai Li Lin Shu Hu Connie W. Tsao Xin Li Ming-Ching Chang Hongtu Zhu Xin Wang Mamba 98 2 0 22 Sep 2024
Multi-Domain Data Aggregation for Axon and Myelin Segmentation in Histology Images Armand Collin Arthur Boschet Mathieu Boudreau Julien Cohen-Adad 82 0 0 17 Sep 2024
Genetic Information Analysis of Age-Related Macular Degeneration Fellow Eye Using Multi-Modal Selective ViT Yoichi Furukawa Satoshi Kamiya Yoichi Sakurada Kenji Kashiwagi Kazuhiro Hotta 55 0 0 17 Sep 2024
Lite-FBCN: Lightweight Fast Bilinear Convolutional Network for Brain Disease Classification from MRI Image Dewinda Julianensi Rumala R. F. Rachmadi A. Sensusiati I Ketut Eddy Purnama 32 0 0 17 Sep 2024