A review of deep learning in medical imaging: Imaging traits, technology trends, case studies with progress highlights, and future promises

2 August 2020

S. Kevin Zhou

H. Greenspan

Christos Davatzikos

James S. Duncan

Bram van Ginneken

Papers citing "A review of deep learning in medical imaging: Imaging traits, technology trends, case studies with progress highlights, and future promises"

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Title
Continual Learning in Medical Image Analysis: A Comprehensive Review of Recent Advancements and Future Prospects Pratibha Kumari Joohi Chauhan Afshin Bozorgpour Boqiang Huang Reza Azad Dorit Merhof 55 11 0 28 Dec 2023
ReSynthDetect: A Fundus Anomaly Detection Network with Reconstruction and Synthetic Features Jingqi Niu Qinji Yu Shiwen Dong Zilong Wang K. Dang Xiaowei Ding MedIm 11 2 0 27 Dec 2023
A Self Supervised StyleGAN for Image Annotation and Classification with Extremely Limited Labels Dana Cohen Hochberg H. Greenspan Raja Giryes 16 11 0 26 Dec 2023
ECAMP: Entity-centered Context-aware Medical Vision Language Pre-training Rongsheng Wang Qingsong Yao Haoran Lai Zhiyang He Xiaodong Tao Zihang Jiang S.Kevin Zhou VLM MedIm 31 6 0 20 Dec 2023
Implicit Shape Modeling for Anatomical Structure Refinement of Volumetric Medical Images Minghui Zhang Shanshan Shi Renao Yan Liang Zhu Tian Guan MedIm 10 1 0 11 Dec 2023
A Unified Simulation Framework for Visual and Behavioral Fidelity in Crowd Analysis N. Bisagno Nicola Garau Antonio Luigi Stefani Nicola Conci 12 0 0 05 Dec 2023
Inspecting Model Fairness in Ultrasound Segmentation Tasks Zikang Xu Fenghe Tang Quan Quan Jianrui Ding C. Ning S. Kevin Zhou 14 0 0 05 Dec 2023
Adversarial Medical Image with Hierarchical Feature Hiding Qingsong Yao Zecheng He Yuexiang Li Yi Lin Kai Ma Yefeng Zheng S. Kevin Zhou MedIm AAML 18 4 0 04 Dec 2023
Towards long-tailed, multi-label disease classification from chest X-ray: Overview of the CXR-LT challenge G. Holste Yiliang Zhou Song Wang Ajay Jaiswal Mingquan Lin ... Zhiyong Lu Ronald M. Summers George Shih Zhangyang Wang Yifan Peng 18 13 0 24 Oct 2023
A comprehensive survey on deep active learning in medical image analysis Haoran Wang Q. Jin Shiman Li Siyu Liu Manning Wang Zhijian Song VLM 39 22 0 22 Oct 2023
RT-SRTS: Angle-Agnostic Real-Time Simultaneous 3D Reconstruction and Tumor Segmentation from Single X-Ray Projection Miao Zhu Qiming Fu Bo Liu Mengxi Zhang Bojian Li Xiaoyan Luo Fugen Zhou 14 0 0 12 Oct 2023
A Survey on Image-text Multimodal Models Ruifeng Guo Jingxuan Wei Linzhuang Sun Khai Le-Duc Guiyong Chang Dawei Liu Sibo Zhang Zhengbing Yao Mingjun Xu Liping Bu VLM 21 5 0 23 Sep 2023
Generalized Cross-domain Multi-label Few-shot Learning for Chest X-rays Aroof Aimen Arsh Verma Makarand Tapaswi N. C. Krishnan 25 0 0 08 Sep 2023
How Can We Tame the Long-Tail of Chest X-ray Datasets? Arsh Verma OOD 11 2 0 08 Sep 2023
PE-MED: Prompt Enhancement for Interactive Medical Image Segmentation Ao Chang Xing Tao Xin Yang Yuhao Huang Xinrui Zhou Jiajun Zeng Ruobing Huang Dong Ni VLM 24 1 0 26 Aug 2023
ACC-UNet: A Completely Convolutional UNet model for the 2020s Nabil Ibtehaz Daisuke Kihara MedIm OOD ViT 11 42 0 25 Aug 2023
How Does Pruning Impact Long-Tailed Multi-Label Medical Image Classifiers? G. Holste Ziyu Jiang Ajay Jaiswal Maria Hanna Shlomo Minkowitz ... Ying Ding Ronald M. Summers George Shih Yifan Peng Zhangyang Wang 9 1 0 17 Aug 2023
AATCT-IDS: A Benchmark Abdominal Adipose Tissue CT Image Dataset for Image Denoising, Semantic Segmentation, and Radiomics Evaluation Zhiyu Ma Chen Li Tianming Du Le Zhang Dechao Tang ... Zhihao Chen Jingjing Yuan Qi Nie M. Grzegorzek Hongzan Sun 36 4 0 16 Aug 2023
CEmb-SAM: Segment Anything Model with Condition Embedding for Joint Learning from Heterogeneous Datasets Dongik Shin Beomsu Kim Seungjun Baek MedIm 19 2 0 14 Aug 2023
CheXFusion: Effective Fusion of Multi-View Features using Transformers for Long-Tailed Chest X-Ray Classification Dongkyu Kim ViT MedIm 14 11 0 08 Aug 2023
Meta-learning in healthcare: A survey Alireza Rafiei Ronald Moore S. Jahromi F. Hajati Rishikesan Kamaleswaran 8 8 0 05 Aug 2023
Explainable unsupervised multi-modal image registration using deep networks Chengjia Wang G. Papanastasiou 11 0 0 03 Aug 2023
Compact & Capable: Harnessing Graph Neural Networks and Edge Convolution for Medical Image Classification Aryan Singh Pepijn Van de Ven Ciarán Eising Patrick Denny GNN 17 2 0 24 Jul 2023
Is attention all you need in medical image analysis? A review G. Papanastasiou Nikolaos Dikaios Jiahao Huang Chengjia Wang Guang Yang ViT MedIm 11 22 0 24 Jul 2023
StyleGAN2-based Out-of-Distribution Detection for Medical Imaging M. Woodland J. Wood Caleb S. O’Connor Ankit B. Patel Kristy K. Brock MedIm OODD 16 0 0 10 Jul 2023
Fast Marching Energy CNN Nicolas Makaroff Théo Bertrand Laurent D. Cohen 6 1 0 28 Jun 2023
UOD: Universal One-shot Detection of Anatomical Landmarks Heqin Zhu Quan Quan Qingsong Yao Zaiyi Liu S.Kevin Zhou ViT 10 9 0 13 Jun 2023
Introduction to Latent Variable Energy-Based Models: A Path Towards Autonomous Machine Intelligence Anna Dawid Yann LeCun DRL 21 29 0 05 Jun 2023
DeepScribe: Localization and Classification of Elamite Cuneiform Signs Via Deep Learning Edward C. Williams Grace Su Sandra R. Schloen Miller C. Prosser Susanne Paulus S.Rohith Krishnan 11 3 0 02 Jun 2023
Continual Learning for Abdominal Multi-Organ and Tumor Segmentation Yixiao Zhang Xinyi Li Huimiao Chen Alan Yuille Yaoyao Liu Zongwei Zhou CLL 14 33 0 01 Jun 2023
Layer Collaboration in the Forward-Forward Algorithm Guy Lorberbom Itai Gat Yossi Adi A. Schwing Tamir Hazan 38 11 0 21 May 2023
A robust multi-domain network for short-scanning amyloid PET reconstruction Hyoung Suk Park Y. Jeong Kiwan Jeon OOD MedIm 14 0 0 17 May 2023
Parameter-Efficient Fine-Tuning for Medical Image Analysis: The Missed Opportunity Raman Dutt Linus Ericsson Pedro Sanchez Sotirios A. Tsaftaris Timothy M. Hospedales MedIm 16 50 0 14 May 2023
Meta-hallucinator: Towards Few-Shot Cross-Modality Cardiac Image Segmentation Ziyuan Zhao Fangcheng Zhou Zeng Zeng Cuntai Guan S. Kevin Zhou 23 9 0 11 May 2023
Computer-Vision Benchmark Segment-Anything Model (SAM) in Medical Images: Accuracy in 12 Datasets Sheng He Rina Bao Jingpeng Li J. Stout A. Bjørnerud P. E. Grant Yangming Ou VLM 19 69 0 18 Apr 2023
MProtoNet: A Case-Based Interpretable Model for Brain Tumor Classification with 3D Multi-parametric Magnetic Resonance Imaging Yuanyuan Wei Roger Tam Xiaoying Tang MedIm 14 12 0 13 Apr 2023
BugNIST -- a Large Volumetric Dataset for Object Detection under Domain Shift Patrick M. Jensen Anders B. Dahl Carsten Gundlach Rebecca J Engberg H. Kjer Vedrana Andersen Dahl 20 1 0 04 Apr 2023
Devil is in the Queries: Advancing Mask Transformers for Real-world Medical Image Segmentation and Out-of-Distribution Localization Mingze Yuan Yingda Xia Hexin Dong Zi Chen Jiawen Yao ... Bin Dong Jing Zhou Le Lu Ling Zhang Li Zhang OOD MedIm 8 20 0 01 Apr 2023
Label-Free Liver Tumor Segmentation Qixing Hu Yixiong Chen Junfei Xiao Shuwen Sun Jieneng Chen Alan Yuille Zongwei Zhou VLM 30 57 0 27 Mar 2023
Evidence-aware multi-modal data fusion and its application to total knee replacement prediction Xinwen Liu Jing Wang S. Kevin Zhou Craig B. Engstrom Shekhar S. Chandra MedIm 23 3 0 24 Mar 2023
Cross-Modal Causal Intervention for Medical Report Generation Weixing Chen Yang Liu Ce Wang Jiarui Zhu Shen Zhao Guanbin Li Cheng-Lin Liu Liang Lin 21 5 0 16 Mar 2023
FairAdaBN: Mitigating unfairness with adaptive batch normalization and its application to dermatological disease classification Zikang Xu Shang Zhao Quan Quan Qingsong Yao S. Kevin Zhou 20 13 0 15 Mar 2023
Classification in Histopathology: A unique deep embeddings extractor for multiple classification tasks A. Nivaggioli Nicolas Pozin Rémy Peyret Stéphane Sockeel Marie Sockeel Nicolas Nerrienet Marceau Clavel Clara Simmat C. Miquel MedIm 11 0 0 09 Mar 2023
X-TRA: Improving Chest X-ray Tasks with Cross-Modal Retrieval Augmentation Tom van Sonsbeek M. Worring 15 12 0 22 Feb 2023
Personalized and privacy-preserving federated heterogeneous medical image analysis with PPPML-HMI Juexiao Zhou Longxi Zhou Di Wang Xiaopeng Xu Haoyang Li Yuetan Chu Wenkai Han Xin Gao 8 20 0 20 Feb 2023
Reliable Prediction Intervals with Directly Optimized Inductive Conformal Regression for Deep Learning Haocheng Lei A. Bellotti 16 6 0 02 Feb 2023
BoxPolyp:Boost Generalized Polyp Segmentation Using Extra Coarse Bounding Box Annotations JunChao Wei Yiwen Hu Guanbin Li Shuguang Cui S. Kevin Zhou Z. Li 18 15 0 07 Dec 2022
LE-UDA: Label-efficient unsupervised domain adaptation for medical image segmentation Ziyuan Zhao Fangcheng Zhou Kaixin Xu Zeng Zeng Cuntai Guan S Kevin Zhou OOD 22 43 0 05 Dec 2022
Generative Reasoning Integrated Label Noise Robust Deep Image Representation Learning Gencer Sumbul Begum Demir 11 6 0 02 Dec 2022
SA-DPSGD: Differentially Private Stochastic Gradient Descent based on Simulated Annealing Jie Fu Zhili Chen Xinpeng Ling 13 0 0 14 Nov 2022