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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
Deep Cervix Model Development from Heterogeneous and Partially Labeled Image Datasets A. Pal Z. Xue Sameer Kiran Antani 16 1 0 18 Jan 2022
Automatic Segmentation of Head and Neck Tumor: How Powerful Transformers Are? I. Sobirov Otabek Nazarov Hussain Alasmawi Mohammad Yaqub ViT MedIm 47 11 0 17 Jan 2022
A New Deep Hybrid Boosted and Ensemble Learning-based Brain Tumor Analysis using MRI Mirza Mumtaz Zahoor S. A. Qureshi Dr. Saddam Hussain Khan Asifullah Khan 99 89 0 14 Jan 2022
Predicting Alzheimer's Disease Using 3DMgNet Yelu Gao Huang Huang Lian Zhang MedIm AI4CE 23 8 0 12 Jan 2022
A Comprehensive Analytical Survey on Unsupervised and Semi-Supervised Graph Representation Learning Methods Md. Khaledur Rahman A. Azad AI4TS 57 3 0 20 Dec 2021
Robust and Privacy-Preserving Collaborative Learning: A Comprehensive Survey Shangwei Guo Xu Zhang Feiyu Yang Tianwei Zhang Yan Gan Tao Xiang Yang Liu FedML 106 9 0 19 Dec 2021
Neural Style Transfer and Unpaired Image-to-Image Translation to deal with the Domain Shift Problem on Spheroid Segmentation Manuel García-Domínguez C. Domínguez Jónathan Heras Eloy J. Mata Vico Pascual OOD MedIm 16 0 0 16 Dec 2021
Heuristic Hyperparameter Optimization for Convolutional Neural Networks using Genetic Algorithm Meng Zhou MedIm 40 0 0 14 Dec 2021
Learning Representations with Contrastive Self-Supervised Learning for Histopathology Applications Karin Stacke Jonas Unger Claes Lundström Gabriel Eilertsen OOD SSL 104 25 0 10 Dec 2021
Optimizing Edge Detection for Image Segmentation with Multicut Penalties Steffen Jung Sebastian Ziegler Amirhossein Kardoost Margret Keuper 72 4 0 10 Dec 2021
Model Doctor: A Simple Gradient Aggregation Strategy for Diagnosing and Treating CNN Classifiers Zunlei Feng Jiacong Hu Sai Wu Xiaotian Yu Mingli Song Xiuming Zhang 84 14 0 09 Dec 2021
Uncertainty-Guided Mutual Consistency Learning for Semi-Supervised Medical Image Segmentation Yichi Zhang Rushi Jiao Qingcheng Liao Dongyang Li Jicong Zhang 61 60 0 05 Dec 2021
Classification of COVID-19 on chest X-Ray images using Deep Learning model with Histogram Equalization and Lungs Segmentation Aman Swaraj Karan Verma 94 6 0 05 Dec 2021
FIBA: Frequency-Injection based Backdoor Attack in Medical Image Analysis Yu Feng Benteng Ma Jing Zhang Shanshan Zhao Yong-quan Xia Dacheng Tao AAML 115 87 0 02 Dec 2021
Adversarial Attacks Against Deep Generative Models on Data: A Survey Hui Sun Tianqing Zhu Zhiqiu Zhang Dawei Jin Wanlei Zhou AAML 140 44 0 01 Dec 2021
Novel Local Radiomic Bayesian Classifiers for Non-Invasive Prediction of MGMT Methylation Status in Glioblastoma M. Rao 24 1 0 30 Nov 2021
Enhanced Transfer Learning Through Medical Imaging and Patient Demographic Data Fusion S. Thomas 40 3 0 29 Nov 2021
Multi-domain Integrative Swin Transformer network for Sparse-View Tomographic Reconstruction Jiayi Pan Heye Zhang Weifei Wu Zijian Gao Weiwen Wu 114 61 0 28 Nov 2021
Modeling Annotator Preference and Stochastic Annotation Error for Medical Image Segmentation Zehui Liao Shishuai Hu Yutong Xie Yong-quan Xia 70 18 0 26 Nov 2021
FedDropoutAvg: Generalizable federated learning for histopathology image classification G. N. Gunesli M. Bilal S. Raza Nasir M. Rajpoot FedML OOD 67 20 0 25 Nov 2021
ACPL: Anti-curriculum Pseudo-labelling for Semi-supervised Medical Image Classification Fengbei Liu Yu Tian Yuanhong Chen Yuyuan Liu Vasileios Belagiannis G. Carneiro 119 83 0 25 Nov 2021
Medical Knowledge-Guided Deep Learning for Imbalanced Medical Image Classification Long Gao Chang Liu Dooman Arefan A. Panigrahy M. Zuley Shandong Wu VLM 71 2 0 20 Nov 2021
Automatic Semantic Segmentation of the Lumbar Spine: Clinical Applicability in a Multi-parametric and Multi-centre Study on Magnetic Resonance Images J. J. Sáenz-Gamboa J. Domenech Antonio Alonso-Manjarrés Jon A. Gómez Human Language Technology research center - Universitat Valencia 46 0 0 16 Nov 2021
Randomized Classifiers vs Human Decision-Makers: Trustworthy AI May Have to Act Randomly and Society Seems to Accept This Gábor Erdélyi Olivia J. Erdélyi V. Estivill-Castro FaML 39 3 0 15 Nov 2021
Segmentation of Multiple Myeloma Plasma Cells in Microscopy Images with Noisy Labels Álvaro García-Faura Dejan Štepec Tomaz Martincic D. Skočaj 73 8 0 08 Nov 2021
Detect-and-Segment: a Deep Learning Approach to Automate Wound Image Segmentation G. Scebba Jia Zhang Sabrina Catanzaro C. Mihai O. Distler M. Berli W. Karlen 69 60 0 02 Nov 2021
Simulating Realistic MRI variations to Improve Deep Learning model and visual explanations using GradCAM M. I. Patel Shrey Singla Razeem Ahmad Ali Mattathodi Sumit Sharma Deepam Gautam Srinivasa Rao Kundeti MedIm 33 1 0 01 Nov 2021
3D-OOCS: Learning Prostate Segmentation with Inductive Bias Shrajan Bhandary Z. Babaiee D. Kostyszyn T. Fechter C. Zamboglou Anca-Ligia Grosu Radu Grosu 31 1 0 29 Oct 2021
Deep Learning Analysis of Cardiac MRI in Legacy Datasets: Multi-Ethnic Study of Atherosclerosis Avan Suinesiaputra C. Mauger B. Ambale-Venkatesh D. Bluemke Josefine Dam Gade ... Line Sofie Hald Conrad Werkhoven C. Wu J. Lima Alistair Young 37 13 0 28 Oct 2021
MedMNIST v2 -- A large-scale lightweight benchmark for 2D and 3D biomedical image classification Jiancheng Yang Rui Shi D. Wei Zequan Liu Lin Zhao B. Ke Hanspeter Pfister Bingbing Ni VLM 328 709 0 27 Oct 2021
Identifying the key components in ResNet-50 for diabetic retinopathy grading from fundus images: a systematic investigation Yijin Huang Li Lin Pujin Cheng Junyan Lyu Roger Tam Xiaoying Tang 90 34 0 27 Oct 2021
Requirement analysis for an artificial intelligence model for the diagnosis of the COVID-19 from chest X-ray data T. Kalliokoski 48 0 0 24 Oct 2021
PropMix: Hard Sample Filtering and Proportional MixUp for Learning with Noisy Labels F. Cordeiro Vasileios Belagiannis Ian Reid G. Carneiro NoLa 75 18 0 22 Oct 2021
Merging Two Cultures: Deep and Statistical Learning A. Bhadra J. Datta Nicholas G. Polson Vadim Sokolov Jianeng Xu BDL 90 10 0 22 Oct 2021
Evaluation of Various Open-Set Medical Imaging Tasks with Deep Neural Networks Z. Ge Xin Wang 63 7 0 21 Oct 2021
A Unified Framework for Generalized Low-Shot Medical Image Segmentation with Scarce Data H. Cui Dong Wei Kai Ma Shi Gu Yefeng Zheng 62 39 0 18 Oct 2021
Automatic Recognition of Abdominal Organs in Ultrasound Images based on Deep Neural Networks and K-Nearest-Neighbor Classification Keyu Li Yangxin Xu Max Meng 49 13 0 09 Oct 2021
Unsupervised Representation Learning Meets Pseudo-Label Supervised Self-Distillation: A New Approach to Rare Disease Classification Jinghan Sun Dong Wei Kai Ma Liansheng Wang Yefeng Zheng 70 8 0 09 Oct 2021
Bayesian Active Summarization Alexios Gidiotis Grigorios Tsoumakas BDL 89 7 0 09 Oct 2021
Combining Image Features and Patient Metadata to Enhance Transfer Learning S. Thomas 53 5 0 08 Oct 2021
Consistent Counterfactuals for Deep Models Emily Black Zifan Wang Matt Fredrikson Anupam Datta BDL OffRL OOD 93 47 0 06 Oct 2021
Blindness (Diabetic Retinopathy) Severity Scale Detection Ramya Bygari R. Naik U. P MedIm 40 3 0 04 Oct 2021
Light-weight Deformable Registration using Adversarial Learning with Distilling Knowledge M. Tran Tuong Khanh Long Do Huy Tran Erman Tjiputra Quang-Dieu Tran Anh Nguyen MedIm 88 26 0 04 Oct 2021
Workflow Augmentation of Video Data for Event Recognition with Time-Sensitive Neural Networks Andreas Wachter Werner Nahm 34 0 0 30 Sep 2021
Metal Artifact Reduction in 2D CT Images with Self-supervised Cross-domain Learning Lequan Yu Zhicheng Zhang Xiaomeng Li Hongyi Ren Wei Zhao Lei Xing MedIm 82 29 0 28 Sep 2021
Structure-aware scale-adaptive networks for cancer segmentation in whole-slide images Yibao Sun Edgar Giussepi Lopez Molina Yaqi Wang Xingru Huang Huiyu Zhou Qianni Zhang MedIm 29 1 0 26 Sep 2021
NUMA-aware FFT-based Convolution on ARMv8 Many-core CPUs Xiandong Huang Qinglin Wang Shuyu Lu Ruochen Hao Songzhu Mei Jie Liu 56 8 0 25 Sep 2021
Segmentation with mixed supervision: Confidence maximization helps knowledge distillation Bingyuan Liu Christian Desrosiers Ismail Ben Ayed Jose Dolz 75 17 0 21 Sep 2021
Balanced-MixUp for Highly Imbalanced Medical Image Classification Adrian Galdran G. Carneiro M. A. G. Ballester 84 101 0 20 Sep 2021
Asymmetric 3D Context Fusion for Universal Lesion Detection Jiancheng Yang Yi He Kaiming Kuang Zudi Lin Hanspeter Pfister Bingbing Ni 3DPC MedIm 92 23 0 17 Sep 2021