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
Uncertainty-Aware Multi-Expert Knowledge Distillation for Imbalanced Disease Grading Shuo Tong Shangde Gao Ke Liu Zihang Huang Hongxia Xu Haochao Ying J. Wu 24 0 0 01 May 2025
LymphAtlas- A Unified Multimodal Lymphoma Imaging Repository Delivering AI-Enhanced Diagnostic Insight Jiajun Ding Beiyao Zhu Xiaosheng Liu Lishen Zhang Zhao Liu 36 0 0 29 Apr 2025
Enhancing Surgical Documentation through Multimodal Visual-Temporal Transformers and Generative AI Hugo Georgenthum Cristian Cosentino Fabrizio Marozzo Pietro Liò MedIm 138 0 0 28 Apr 2025
Mitigating Catastrophic Forgetting in the Incremental Learning of Medical Images Sara Yavari Jacob Furst CLL 53 0 0 28 Apr 2025
Leveraging Modified Ex Situ Tomography Data for Segmentation of In Situ Synchrotron X-Ray Computed Tomography Tristan Manchester Adam Anders Julio Spadotto Hannah Eccleston William Beavan Hugues Arcis Brian J. Connolly 29 0 0 27 Apr 2025
VeLU: Variance-enhanced Learning Unit for Deep Neural Networks Ashkan Shakarami Yousef Yeganeh Azade Farshad Lorenzo Nicolè Stefano Ghidoni Nassir Navab 52 0 0 21 Apr 2025
Putting the Segment Anything Model to the Test with 3D Knee MRI - A Comparison with State-of-the-Art Performance Oliver Mills Philip G. Conaghan Nishant Ravikumar Samuel D. Relton MedIm 28 0 0 17 Apr 2025
SCENT: Robust Spatiotemporal Learning for Continuous Scientific Data via Scalable Conditioned Neural Fields David K. Park Xihaier Luo Guang Zhao Seungjun Lee M. Oprescu Shinjae Yoo AI4TS 27 0 0 16 Apr 2025
Uncertainty-Guided Coarse-to-Fine Tumor Segmentation with Anatomy-Aware Post-Processing I. Isler David Mohaisen C. Lisle D. Turgut Ulas Bagci 26 0 0 16 Apr 2025
Deep Learning Approaches for Medical Imaging Under Varying Degrees of Label Availability: A Comprehensive Survey Siteng Ma Honghui Du Yu An Jing Wang Qinqin Wang Haochang Wu Aonghus Lawlor Ruihai Dong 37 0 0 15 Apr 2025
Boosting multi-demographic federated learning for chest x-ray analysis using general-purpose self-supervised representations Mahshad Lotfinia Arash Tayebiarasteh Samaneh Samiei Mehdi Joodaki Soroosh Tayebi Arasteh 30 0 0 11 Apr 2025
A Lightweight Large Vision-language Model for Multimodal Medical Images Belal Alsinglawi Chris McCarthy Sara Webb Christopher Fluke Navid Toosy Saidy LM&MA 42 0 0 08 Apr 2025
A Reality Check of Vision-Language Pre-training in Radiology: Have We Progressed Using Text? Julio Silva-Rodríguez Jose Dolz Ismail ben Ayed VLM MedIm 31 0 0 07 Apr 2025
An ensemble deep learning approach to detect tumors on Mohs micrographic surgery slides Abdurrahim Yilmaz Serra Atilla Aydin Deniz Temur Furkan Yuceyalcin Berkin Deniz Kahya Rahmetullah Varol Ozay Gokoz G. Gencoglan H. Uvet Gonca Elcin 18 0 0 07 Apr 2025
Your Image Generator Is Your New Private Dataset Nicolo Resmini Eugenio Lomurno Cristian Sbrolli Matteo Matteucci 26 0 0 06 Apr 2025
CALF: A Conditionally Adaptive Loss Function to Mitigate Class-Imbalanced Segmentation Bashir Alam Masa Cirkovic Mete Harun Akcay Md Kaf Shahrier S. Lafond Hergys Rexha Kurt Benke Sepinoud Azimi J. Arslan 26 0 0 06 Apr 2025
Dynamic Importance in Diffusion U-Net for Enhanced Image Synthesis Xi Wang Ziqi He Yang Zhou 37 0 0 04 Apr 2025
Equivariant Spherical CNNs for Accurate Fiber Orientation Distribution Estimation in Neonatal Diffusion MRI with Reduced Acquisition Time Haykel Snoussi Davood Karimi DiffM MedIm 35 0 0 02 Apr 2025
A Multi-Site Study on AI-Driven Pathology Detection and Osteoarthritis Grading from Knee X-Ray Bargava Subramanian Naveen Kumarasami Praveen Shastry Kalyan Sivasailam Anandakumar D Keerthana R Mounigasri M Abilaasha G Kishore Prasath Venkatesh 35 0 0 28 Mar 2025
iMedImage Technical Report Ran Wei ZhiXiong Lan Qing Yan Ning Song Ming Lv LongQing Ye 49 0 0 27 Mar 2025
AI-Driven MRI Spine Pathology Detection: A Comprehensive Deep Learning Approach for Automated Diagnosis in Diverse Clinical Settings Bargava Subramanian Naveen Kumarasami Praveen Shastry Raghotham Sripadraj Kalyan Sivasailam Anandakumar D Abinaya Ramachandran Sudhir MP Gunakutti G Kishore Prasath Venkatesh 54 0 0 26 Mar 2025
3D Convolutional Neural Networks for Improved Detection of Intracranial bleeding in CT Imaging Bargava Subramanian Naveen Kumarasami Praveen Shastry Kalyan Sivasailam Anandakumar D ... Harsha KG R. García-Vázquez Harini T Afshin Hussain Kishore Prasath Venkatesh 70 0 0 26 Mar 2025
Exploiting Temporal State Space Sharing for Video Semantic Segmentation Syed Ariff Syed Hesham Yun Liu Guolei Sun Henghui Ding Jing Yang Ender Konukoglu Xue Geng Xudong Jiang 53 1 0 26 Mar 2025
SALT: Singular Value Adaptation with Low-Rank Transformation Abdelrahman Elsayed Sarim Hashmi Mohammed Elseiagy Hu Wang Mohammad Yaqub Ibrahim Almakky OOD 45 0 0 20 Mar 2025
BI-RADS prediction of mammographic masses using uncertainty information extracted from a Bayesian Deep Learning model Mohaddeseh Chegini Ali Mahloojifar 67 1 0 18 Mar 2025
Cohort-attention Evaluation Metric against Tied Data: Studying Performance of Classification Models in Cancer Detection Longfei Wei Fang Sheng Jianfei Zhang 34 0 0 17 Mar 2025
Convolutional neural network for early detection of lameness and irregularity in horses using an IMU sensor Benoît Savoini Jonathan Bertolaccini Stéphane Montavon Michel Deriaz 56 0 0 17 Mar 2025
AI and Deep Learning for Automated Segmentation and Quantitative Measurement of Spinal Structures in MRI Praveen Shastry Bhawana Sonawane Kavya Mohan Naveen Kumarasami Anandakumar D ... Kaviya SP Kishore Prasath Venkatesh Bargava Subramanian Kalyan Sivasailam Kalyan Sivasailam 36 0 0 14 Mar 2025
Deep Learning-Based Automated Workflow for Accurate Segmentation and Measurement of Abdominal Organs in CT Scans Praveen Shastry Ashok Sharma Kavya Mohan Naveen Kumarasami Anandakumar D Mounigasri M Keerthana R Kishore Prasath Venkatesh Bargava Subramanian Kalyan Sivasailam 59 0 0 13 Mar 2025
Enhancing SAM with Efficient Prompting and Preference Optimization for Semi-supervised Medical Image Segmentation Aishik Konwer Zhijian Yang Erhan Bas Cao Xiao Prateek Prasanna Parminder Bhatia Taha A. Kass-Hout MedIm VLM 56 0 0 06 Mar 2025
VoiceGRPO: Modern MoE Transformers with Group Relative Policy Optimization GRPO for AI Voice Health Care Applications on Voice Pathology Detection Enkhtogtokh Togootogtokh Christian Klasen MedIm 60 0 0 05 Mar 2025
DDAD: A Two-pronged Adversarial Defense Based on Distributional Discrepancy Jiacheng Zhang Benjamin I. P. Rubinstein J. Zhang Feng Liu 69 0 0 04 Mar 2025
Learning Covariance-Based Multi-Scale Representation of Neuroimaging Measures for Alzheimer Classification Seunghun Baek Injun Choi Mustafa Dere Minjeong Kim Guorong Wu Won Hwa Kim 74 3 0 03 Mar 2025
Cross-Attention Fusion of MRI and Jacobian Maps for Alzheimer's Disease Diagnosis Shijia Zhang Xiyu Ding Brian Caffo Junyu Chen Cindy Zhang Hadi Kharrazi Zheyu Wang MedIm 29 0 0 01 Mar 2025
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 42 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 40 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 63 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 60 2 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 76 0 0 24 Feb 2025
IBURD: Image Blending for Underwater Robotic Detection Jungseok Hong Sakshi Singh Junaed Sattar 54 1 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 V. Oseledets OOD 37 0 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 33 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 33 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 75 0 0 17 Feb 2025
DCENWCNet: A Deep CNN Ensemble Network for White Blood Cell Classification with LIME-Based Explainability Sibasish Dhibar 68 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 67 2 0 07 Feb 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 36 0 0 28 Jan 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 39 0 0 28 Jan 2025
Synthetic CT image generation from CBCT: A Systematic Review Alzahra Altalib Scott McGregor Chunhui Li Alessandro Perelli DiffM MedIm 36 0 0 22 Jan 2025
Merging Context Clustering with Visual State Space Models for Medical Image Segmentation Yun Zhu Dong Zhang Yi-Mou Lin Yifei Feng Jinhui Tang Mamba 27 1 0 03 Jan 2025