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
A Simple Background Augmentation Method for Object Detection with Diffusion Model Yuhang Li Jun Gao Chen Chen Yue Zhang Jielei Zhang DiffM 40 5 0 01 Aug 2024
Channel Boosted CNN-Transformer-based Multi-Level and Multi-Scale Nuclei Segmentation Zunaira Rauf Abdul Rehman Khan Asifullah Khan MedIm ViT 41 0 0 27 Jul 2024
Needle Segmentation Using GAN: Restoring Thin Instrument Visibility in Robotic Ultrasound Zhongliang Jiang Xuesong Li X. Chu A. Karlas Yuanwei Bi Yingsheng Cheng K. W. S. Au Nassir Navab 37 5 0 25 Jul 2024
Revising the Problem of Partial Labels from the Perspective of CNNs' Robustness Xin Zhang Yuqi Song Wyatt McCurdy Xiang Wang Fei Zuo AAML 40 0 0 24 Jul 2024
Differentiable Voxelization and Mesh Morphing Yihao Luo Yikai Wang Zhengrui Xiang Yuliang Xiu Guang Yang ChoonHwai Yap 3DH 121 1 0 15 Jul 2024
Segmentation of Prostate Tumour Volumes from PET Images is a Different Ball Game Shrajan Bhandary Dejan Kuhn Z. Babaiee T. Fechter S. Spohn C. Zamboglou Anca-Ligia Grosu Radu Grosu 40 1 0 15 Jul 2024
Let Me DeCode You: Decoder Conditioning with Tabular Data Tomasz Szczepañski Michal K. Grzeszczyk Szymon Płotka Arleta Adamowicz Piotr Fudalej Przemysław Korzeniowski Tomasz Trzciñski Arkadiusz Sitek AI4CE 40 1 0 12 Jul 2024
Swin SMT: Global Sequential Modeling in 3D Medical Image Segmentation Szymon Płotka Maciej Chrabaszcz Przemyslaw Biecek 42 2 0 10 Jul 2024
Ensembled Cold-Diffusion Restorations for Unsupervised Anomaly Detection Sergio Naval Marimont Vasilis Siomos Matthew Baugh Christos Tzelepis Bernhard Kainz G. Tarroni MedIm 34 3 0 09 Jul 2024
A Domain Adaptation Model for Carotid Ultrasound: Image Harmonization, Noise Reduction, and Impact on Cardiovascular Risk Markers Mohd Usama E. Nyman Ulf Naslund Christer Grönlund MedIm 45 1 0 06 Jul 2024
Segmenting Medical Images: From UNet to Res-UNet and nnUNet Lina Huang A. Miron Kate Hone Yongmin Li SSeg 60 5 0 05 Jul 2024
MHNet: Multi-view High-order Network for Diagnosing Neurodevelopmental Disorders Using Resting-state fMRI Yueyang Li Weiming Zeng Wenhao Dong Luhui Cai Lei Wang Hongyu Chen Hongjie Yan Lingbin Bian Nizhuan Wang 42 3 0 03 Jul 2024
Explaining Chest X-ray Pathology Models using Textual Concepts Vijay Sadashivaiah M. Kalra P. Yan James A. Hendler 19 0 0 30 Jun 2024
Malaria Cell Detection Using Deep Neural Networks Saurabh Sawant Anurag Singh 22 4 0 28 Jun 2024
μ-Net: A Deep Learning-Based Architecture for μ-CT Segmentation Pierangela Bruno Edoardo De Rose Carlo Adornetto Francesco Calimeri Sandro Donato ... Mariacristina Filice R. Filosa Gianluigi Greco S. Imbrogno Vincenzo Formoso 34 0 0 24 Jun 2024
Demystifying the Effect of Receptive Field Size in U-Net Models for Medical Image Segmentation Vincent Loos Rohit Pardasani Navchetan Awasthi SSeg 43 2 0 24 Jun 2024
Data-driven Modeling in Metrology -- A Short Introduction, Current Developments and Future Perspectives Linda-Sophie Schneider Patrick Krauss N. Schiering Christopher Syben Richard Schielein Andreas Maier AI4CE 42 1 0 24 Jun 2024
Self-Supervised Pretext Tasks for Alzheimer's Disease Classification using 3D Convolutional Neural Networks on Large-Scale Synthetic Neuroimaging Dataset Chen Zheng MedIm 21 0 0 20 Jun 2024
Probabilistic Temporal Prediction of Continuous Disease Trajectories and Treatment Effects Using Neural SDEs J. Durso-Finley Berardino Barile J. Falet Douglas L. Arnold Nick Pawlowski Tal Arbel AI4CE 41 2 0 18 Jun 2024
MDA: An Interpretable Multi-Modal Fusion with Missing Modalities and Intrinsic Noise Lin Fan Yafei Ou Cenyang Zheng Pengyu Dai Tamotsu Kamishima Masayuki Ikebe Kenji Suzuki Xun Gong 41 0 0 15 Jun 2024
Comparison of fine-tuning strategies for transfer learning in medical image classification Ana Davila Jacinto Colan Yasuhisa Hasegawa 24 17 0 14 Jun 2024
Deep Learning Domain Adaptation to Understand Physico-Chemical Processes from Fluorescence Spectroscopy Small Datasets: Application to Ageing of Olive Oil Umberto Michelucci F. Venturini 16 0 0 14 Jun 2024
Tilt and Average : Geometric Adjustment of the Last Layer for Recalibration Gyusang Cho Chan-Hyun Youn 30 0 0 14 Jun 2024
Enhancing Differential Testing With LLMs For Testing Deep Learning Libraries Meiziniu Li Dongze Li Jianmeng Liu Jialun Cao Yongqiang Tian Shing-Chi Cheung 47 1 0 12 Jun 2024
Evolution-aware VAriance (EVA) Coreset Selection for Medical Image Classification Yuxin Hong Xiao Zhang Xin Zhang Joey Tianyi Zhou 45 2 0 09 Jun 2024
Attri-Net: A Globally and Locally Inherently Interpretable Model for Multi-Label Classification Using Class-Specific Counterfactuals Susu Sun S. Woerner Andreas Maier Lisa M. Koch Christian F. Baumgartner FAtt 27 1 0 08 Jun 2024
From Tissue Plane to Organ World: A Benchmark Dataset for Multimodal Biomedical Image Registration using Deep Co-Attention Networks Yifeng Wang Weipeng Li Thomas Pearce Haohan Wang OOD 21 0 0 06 Jun 2024
DS@BioMed at ImageCLEFmedical Caption 2024: Enhanced Attention Mechanisms in Medical Caption Generation through Concept Detection Integration Nhi Ngoc-Yen Nguyen Le-Huy Tu Dieu-Phuong Nguyen Nhat-Tan Do Minh Triet Thai Bao-Thien Nguyen-Tat MedIm 34 1 0 01 Jun 2024
Domain adaptation in small-scale and heterogeneous biological datasets Seyedmehdi Orouji Martin C. Liu T. Korem Megan A. K. Peters 21 7 0 29 May 2024
Deep Positive-Unlabeled Anomaly Detection for Contaminated Unlabeled Data Hiroshi Takahashi Tomoharu Iwata Atsutoshi Kumagai Yuuki Yamanaka 40 1 0 29 May 2024
BiomedParse: a biomedical foundation model for image parsing of everything everywhere all at once Theodore Zhao Yu Gu Jianwei Yang Naoto Usuyama Ho Hin Lee ... B. Piening Carlo Bifulco Mu-Hsin Wei Hoifung Poon Sheng Wang MedIm 36 23 0 21 May 2024
Medical Image Analysis for Detection, Treatment and Planning of Disease using Artificial Intelligence Approaches Nand lal Yadav Satyendra Singh Rajesh Kumar Sudhakar Singh 27 0 0 18 May 2024
3D Shape Augmentation with Content-Aware Shape Resizing Mingxiang Chen Jian Zhang Bo Zhou Yang Song 3DPC 42 0 0 15 May 2024
Towards Clinician-Preferred Segmentation: Leveraging Human-in-the-Loop for Test Time Adaptation in Medical Image Segmentation Shishuai Hu Zehui Liao Zeyou Liu Yong-quan Xia OOD 27 0 0 14 May 2024
CrossCert: A Cross-Checking Detection Approach to Patch Robustness Certification for Deep Learning Models Qili Zhou Zhengyuan Wei Haipeng Wang Bo Jiang William Chan AAML 40 1 0 13 May 2024
HoneyBee: A Scalable Modular Framework for Creating Multimodal Oncology Datasets with Foundational Embedding Models Aakash Tripathi Asim Waqas Yasin Yilmaz Ghulam Rasool 36 5 0 13 May 2024
Leveraging Fixed and Dynamic Pseudo-labels for Semi-supervised Medical Image Segmentation Suruchi Kumari Pravendra Singh 40 1 0 12 May 2024
Open Challenges and Opportunities in Federated Foundation Models Towards Biomedical Healthcare Xingyu Li Lu Peng Yuping Wang Weihua Zhang AI4CE MedIm LM&MA 71 5 0 10 May 2024
MRSegmentator: Robust Multi-Modality Segmentation of 40 Classes in MRI and CT Sequences Hartmut Häntze Lina Xu Felix J. Dorfner Leonhard Donle Daniel Truhn ... Mathias Prokop Bram van Ginneken Alessa Hering Lisa Christine Adams Keno K. Bressem 52 1 0 10 May 2024
Gradient Flow Based Phase-Field Modeling Using Separable Neural Networks R. Mattey Susanta Ghosh AI4CE 43 1 0 09 May 2024
HC-Mamba: Vision MAMBA with Hybrid Convolutional Techniques for Medical Image Segmentation Jiashu Xu Mamba 34 9 0 08 May 2024
Discrepancy-based Diffusion Models for Lesion Detection in Brain MRI Keqiang Fan Xiaohao Cai M. Niranjan MedIm DiffM 43 2 0 08 May 2024
ResNCT: A Deep Learning Model for the Synthesis of Nephrographic Phase Images in CT Urography Syed Jamal Safdar Gardezi Lucas Aronson Peter Wawrzyn Hongkun Yu E. J. Abel ... Joshua Warner G. Toia Lu Mao Pallavi Tiwari Andrew L. Wentland MedIm 33 0 0 07 May 2024
Out-of-distribution detection based on subspace projection of high-dimensional features output by the last convolutional layer Qiuyu Zhu Yiwei He OODD 26 1 0 02 May 2024
Artificial Intelligence in Bone Metastasis Analysis: Current Advancements, Opportunities and Challenges Marwa Afnouch F. Bougourzi Olfa Gaddour Fadi Dornaika Abdelmalik Taleb-Ahmed 36 0 0 30 Apr 2024
Machine Learning Techniques for MRI Data Processing at Expanding Scale Taro Langner 35 0 0 22 Apr 2024
Sparse Explanations of Neural Networks Using Pruned Layer-Wise Relevance Propagation Paulo Yanez Sarmiento Simon Witzke Nadja Klein Bernhard Y. Renard FAtt AAML 40 0 0 22 Apr 2024
Beyond Pixel-Wise Supervision for Medical Image Segmentation: From Traditional Models to Foundation Models Yuyan Shi Jialu Ma Jin Yang Shasha Wang Yichi Zhang MedIm VLM 19 2 0 20 Apr 2024
MedThink: Explaining Medical Visual Question Answering via Multimodal Decision-Making Rationale Xiaotang Gai Chenyi Zhou Jiaxiang Liu Yang Feng Jian Wu Zuo-Qiang Liu MedIm 36 6 0 18 Apr 2024
A Symmetric Regressor for MRI-Based Assessment of Striatal Dopamine Transporter Uptake in Parkinson's Disease With Enhanced Uncertainty Estimation Walid Abdullah Al Il Dong Yun Yun Jung Bae 27 0 0 18 Apr 2024