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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
Improving Robustness and Reliability in Medical Image Classification with Latent-Guided Diffusion and Nested-Ensembles Xing Shen Hengguan Huang Brennan Nichyporuk Tal Arbel MedIm 144 4 0 01 Jul 2025
orGAN: A Synthetic Data Augmentation Pipeline for Simultaneous Generation of Surgical Images and Ground Truth Labels Niran Nataraj Maina Sogabe Kenji Kawashima MedIm 22 0 0 17 Jun 2025
Dynamic Epistemic Friction in Dialogue Timothy Obiso Kenneth Lai Abhijnan Nath Nikhil Krishnaswamy James Pustejovsky 118 1 0 12 Jun 2025
FMaMIL: Frequency-Driven Mamba Multi-Instance Learning for Weakly Supervised Lesion Segmentation in Medical Images Hangbei Cheng Xiaorong Dong Xueyu Liu Jianan Zhang Xuetao Ma Mingqiang Wei Liansheng Wang Junxin Chen Yongfei Wu Mamba 32 0 0 09 Jun 2025
DM-SegNet: Dual-Mamba Architecture for 3D Medical Image Segmentation with Global Context Modeling Hangyu Ji Mamba 140 0 0 05 Jun 2025
Targeted Unlearning Using Perturbed Sign Gradient Methods With Applications On Medical Images George R. Nahass Zhu Wang Homa Rashidisabet Won Hwa Kim Sasha Hubschman ... Chad A. Purnell P. Setabutr Ann Q. Tran Darvin Yi Sathya Ravi MU OOD 55 0 0 28 May 2025
Privacy-Preserving Chest X-ray Report Generation via Multimodal Federated Learning with ViT and GPT-2 Md. Zahid Hossain Mustofa Ahmed Most. Sharmin Sultana Samu Md. Rakibul Islam MedIm 81 0 0 27 May 2025
Improving Heart Rejection Detection in XPCI Images Using Synthetic Data Augmentation Jakov Samardžija Donik Vršnak Sven Lončarić MedIm 29 0 0 26 May 2025
An Artificial Intelligence Model for Early Stage Breast Cancer Detection from Biopsy Images Neil Chaudhary Zaynah Dhunny 33 0 0 24 May 2025
Segment Anyword: Mask Prompt Inversion for Open-Set Grounded Segmentation Zhihua Liu Amrutha Saseendran Lei Tong Xilin He Fariba Yousefi ... Dino Oglic Tom Diethe Philip Teare Huiyu Zhou Chen Jin VLM 358 0 0 23 May 2025
Auto-nnU-Net: Towards Automated Medical Image Segmentation Jannis Becktepe Leona Hennig Steffen Oeltze-Jafra Marius Lindauer 265 0 0 22 May 2025
Lung Nodule-SSM: Self-Supervised Lung Nodule Detection and Classification in Thoracic CT Images Muniba Noreen Furqan Shaukat ViT 101 0 0 21 May 2025
Last Layer Empirical Bayes Valentin Villecroze Yixin Wang Gabriel Loaiza-Ganem UQCV BDL 80 0 0 21 May 2025
Open-Set Semi-Supervised Learning for Long-Tailed Medical Datasets Daniya Najiha Abdul Kareem Jean Lahoud Mustansar Fiaz Amandeep Kumar Hisham Cholakkal OOD 173 0 0 20 May 2025
SGD-Mix: Enhancing Domain-Specific Image Classification with Label-Preserving Data Augmentation Yixuan Dong Fang-Yi Su Jung-Hsien Chiang DiffM 62 0 0 17 May 2025
Uncertainty-Aware Multi-Expert Knowledge Distillation for Imbalanced Disease Grading Shuo Tong Shangde Gao Ke Liu Zihang Huang Hongxia Xu Haochao Ying Jian Wu 83 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 70 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 443 0 0 28 Apr 2025
Mitigating Catastrophic Forgetting in the Incremental Learning of Medical Images Sara Yavari Jacob Furst CLL 97 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 71 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 94 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 114 0 0 17 Apr 2025
Uncertainty-Guided Coarse-to-Fine Tumor Segmentation with Anatomy-Aware Post-Processing I. Isler David Mohaisen C. Lisle D. Turgut Ulas Bagci 89 1 0 16 Apr 2025
SCENT: Robust Spatiotemporal Learning for Continuous Scientific Data via Scalable Conditioned Neural Fields David K. Park Xihaier Luo Guang Zhao Seungjun Lee Miruna Oprescu Shinjae Yoo AI4TS 59 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 126 0 0 15 Apr 2025
Boosting multi-demographic federated learning for chest radiograph analysis using general-purpose self-supervised representations Mahshad Lotfinia Arash Tayebiarasteh Samaneh Samiei Mehdi Joodaki Soroosh Tayebi Arasteh 82 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 95 0 0 08 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 48 0 0 07 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 90 0 0 07 Apr 2025
Your Image Generator Is Your New Private Dataset Nicolo Resmini Eugenio Lomurno Cristian Sbrolli Matteo Matteucci 126 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 60 0 0 06 Apr 2025
Dynamic Importance in Diffusion U-Net for Enhanced Image Synthesis Xi Wang Ziqi He Yang Zhou 101 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 72 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 69 0 0 28 Mar 2025
iMedImage Technical Report Ran Wei ZhiXiong Lan Qing Yan Ning Song Ming Lv LongQing Ye 106 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 108 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 112 2 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 129 0 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 148 1 0 20 Mar 2025
Comprehensive Review of Reinforcement Learning for Medical Ultrasound Imaging Hanae Elmekki Saidul Islam Ahmed Alagha Hani Sami Amanda Spilkin ... Philippe Pibarot R. Mizouni Hadi Otrok Shakti Singh Azzam Mourad OffRL 56 0 0 19 Mar 2025
BI-RADS prediction of mammographic masses using uncertainty information extracted from a Bayesian Deep Learning model Mohaddeseh Chegini Ali Mahloojifar 103 1 0 18 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 86 0 0 17 Mar 2025
Cohort-attention Evaluation Metric against Tied Data: Studying Performance of Classification Models in Cancer Detection Longfei Wei Fang Sheng Jianfei Zhang 57 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 104 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 127 1 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 116 1 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 88 1 0 05 Mar 2025
One Stone, Two Birds: Enhancing Adversarial Defense Through the Lens of Distributional Discrepancy Jiacheng Zhang Benjamin I. P. Rubinstein Jing Zhang Feng Liu 133 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 142 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 78 0 0 01 Mar 2025