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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
Seeking an Optimal Approach for Computer-Aided Pulmonary Embolism Detection N. Islam S. Gehlot Zongwei Zhou Michael B. Gotway Jianming Liang OOD 159 11 0 15 Sep 2021
Multi-modal Wound Classification using Wound Image and Location by Deep Neural Network D. Anisuzzaman Yash J. Patel Behrouz Rostami J. Niezgoda Sandeep Gopalakrishnan Zeyun Yu 69 38 0 14 Sep 2021
Improving the Robustness of Adversarial Attacks Using an Affine-Invariant Gradient Estimator Wenzhao Xiang Hang Su Chang-rui Liu Yandong Guo Shibao Zheng AAML 83 6 0 13 Sep 2021
Domain and Content Adaptive Convolution based Multi-Source Domain Generalization for Medical Image Segmentation Shishuai Hu Zehui Liao Jianpeng Zhang Yong-quan Xia OOD MedIm 88 60 0 13 Sep 2021
Check Your Other Door! Creating Backdoor Attacks in the Frequency Domain Hasan Hammoud Guohao Li AAML 97 14 0 12 Sep 2021
Image recognition via Vietoris-Rips complex Yasuhiko Asao Jumpei Nagase Ryotaro Sakamoto S. Takagi CoGe 64 0 0 06 Sep 2021
How Reliable Are Out-of-Distribution Generalization Methods for Medical Image Segmentation? Antoine Pierre Sanner Camila González Anirban Mukhopadhyay OOD 37 17 0 03 Sep 2021
Exploring Separable Attention for Multi-Contrast MR Image Super-Resolution Chun-Mei Feng Yu-bao Yan Kai-An Yu Yong Xu Ling Shao Huazhu Fu SupR MedIm 72 37 0 03 Sep 2021
Unsupervised multi-latent space reinforcement learning framework for video summarization in ultrasound imaging R. P. Mathews Mahesh Raveendranatha Panicker A. Hareendranathan Yale Tung Chen Jacob L. Jaremko Brian M. Buchanan K. Narayan C. Kesavadas G. Mathews 22 5 0 03 Sep 2021
Self-supervised Pseudo Multi-class Pre-training for Unsupervised Anomaly Detection and Segmentation in Medical Images Yu Tian Fengbei Liu Guansong Pang Yuanhong Chen Yuyuan Liu Johan Verjans Rajvinder Singh G. Carneiro 120 31 0 03 Sep 2021
Anatomical-Guided Attention Enhances Unsupervised PET Image Denoising Performance Yuya Onishi F. Hashimoto K. Ote H. Ohba R. Ota E. Yoshikawa Yasuomi Ouchi MedIm 81 30 0 02 Sep 2021
Direct PET Image Reconstruction Incorporating Deep Image Prior and a Forward Projection Model F. Hashimoto K. Ote 77 31 0 02 Sep 2021
Studying the Effects of Self-Attention for Medical Image Analysis Adrit Rao Jongchan Park Sanghyun Woo Joon-Young Lee Oliver Aalami 49 27 0 02 Sep 2021
Simultaneous Nuclear Instance and Layer Segmentation in Oral Epithelial Dysplasia A. Shephard S. Graham R. M. S. Bashir Mostafa Jahanifar H. Mahmood S. Khurram Nasir M. Rajpoot 59 25 0 31 Aug 2021
Reachability Is NP-Complete Even for the Simplest Neural Networks Marco Sälzer M. Lange 64 28 0 30 Aug 2021
DuTrust: A Sentiment Analysis Dataset for Trustworthiness Evaluation Lijie Wang Hao Liu Shu-ping Peng Hongxuan Tang Xinyan Xiao Ying-Cong Chen Hua Wu Haifeng Wang 60 5 0 30 Aug 2021
Ensemble CNN and Uncertainty Modeling to Improve Automatic Identification/Segmentation of Multiple Sclerosis Lesions in Magnetic Resonance Imaging G. Placidi Luigi Cinque D. Iacoviello F. Mignosi M. Polsinelli 82 1 0 26 Aug 2021
Understanding of Kernels in CNN Models by Suppressing Irrelevant Visual Features in Images Jiafan Zhuang Wanying Tao Jianfei Xing Wei Shi Ruixuan Wang Weishi Zheng FAtt 52 3 0 25 Aug 2021
A QuadTree Image Representation for Computational Pathology R. Jewsbury A. Bhalerao Nasir M. Rajpoot 81 9 0 24 Aug 2021
Image-free single-pixel segmentation Haiyang Liu Liheng Bian Jun Zhang 3DV SSeg 39 14 0 24 Aug 2021
Unsupervised Local Discrimination for Medical Images Huai Chen Renzhen Wang Xiuying Wang Jieyu Li Qu Fang Hui Li Jianhao Bai Qing Peng Deyu Meng Lisheng Wang SSL 60 7 0 21 Aug 2021
Medical Image Segmentation with 3D Convolutional Neural Networks: A Survey S. Niyas S. Pawan Anand Kumar Jeny Rajan MedIm 94 91 0 19 Aug 2021
Box-Adapt: Domain-Adaptive Medical Image Segmentation using Bounding BoxSupervision Yanwu Xu Biwei Huang Shaoan Xie Kayhan Batmanghelich OOD 49 7 0 19 Aug 2021
A New Bidirectional Unsupervised Domain Adaptation Segmentation Framework Munan Ning Cheng Bian Dong Wei Chenglang Yuan Yaohua Wang Yang Guo Kai Ma Yefeng Zheng OOD 79 18 0 18 Aug 2021
Probeable DARTS with Application to Computational Pathology Sheyang Tang Mahdi S. Hosseini Lina Chen Sonal Varma C. Rowsell S. Damaskinos Konstantinos N. Plataniotis Zhou Wang 66 4 0 16 Aug 2021
Interpreting and improving deep-learning models with reality checks Chandan Singh Wooseok Ha Bin Yu FAtt 88 3 0 16 Aug 2021
Dilated Inception U-Net (DIU-Net) for Brain Tumor Segmentation D. Cahall Ghulam Rasool N. Bouaynaya Hassan M. Fathallah-Shaykh 58 6 0 15 Aug 2021
Multi-Slice Dense-Sparse Learning for Efficient Liver and Tumor Segmentation Ziyuan Zhao Zeyu Ma Yanjie Liu Zeng Zeng P. Chow 77 8 0 15 Aug 2021
CPNet: Cycle Prototype Network for Weakly-supervised 3D Renal Compartments Segmentation on CT Images Song Wang Yuting He Youyong Kong Xiaomei Zhu Shaobo Zhang P. Shao J. Dillenseger J. Coatrieux Shuo Li Guanyu Yang OOD MedIm 35 1 0 15 Aug 2021
Cervical Optical Coherence Tomography Image Classification Based on Contrastive Self-Supervised Texture Learning Kaiyi Chen Qingbin Wang Yutao Ma 26 13 0 11 Aug 2021
Simple black-box universal adversarial attacks on medical image classification based on deep neural networks K. Koga Kazuhiro Takemoto AAML 60 12 0 11 Aug 2021
U-Net-and-a-half: Convolutional network for biomedical image segmentation using multiple expert-driven annotations Yichi Zhang J. Kers C. Cassol J. Roelofs N. Idrees ... Samir A. Haroon K. Daly S. Ganguli V. Chitalia V. Kolachalama SSeg MedIm 63 6 0 10 Aug 2021
Known Operator Learning and Hybrid Machine Learning in Medical Imaging -- A Review of the Past, the Present, and the Future Andreas K. Maier Harald Kostler M. Heisig P. Krauss S. Yang MedIm 129 30 0 10 Aug 2021
Deep Convolutional Neural Network for Low Projection SPECT Imaging Reconstruction C. Chrysostomou L. Koutsantonis Christos Lemesios C. Papanicolas 3DV 27 2 0 09 Aug 2021
Enhancing MR Image Segmentation with Realistic Adversarial Data Augmentation Chen Chen C. Qin Cheng Ouyang Zeju Li Shuo Wang Huaqi Qiu Liang Chen G. Tarroni Wenjia Bai Daniel Rueckert GAN MedIm 125 42 0 07 Aug 2021
Source-Free Domain Adaptation for Image Segmentation M. Bateson H. Kervadec Jose Dolz H. Lombaert Ismail Ben Ayed OOD MedIm 200 72 0 06 Aug 2021
AI-based Aortic Vessel Tree Segmentation for Cardiovascular Diseases Treatment: Status Quo Yuan Jin Antonio Pepe Jianning Li Christina Schwarz-Gsaxner Fen-Hua Zhao Kelsey L. Pomykala Jens Kleesiek Alejandro F. Frangi Jan Egger 47 16 0 06 Aug 2021
Rotaflip: A New CNN Layer for Regularization and Rotational Invariance in Medical Images Juan P. Vigueras-Guillén Joan Lasenby F. Seeliger OOD MedIm 47 2 0 05 Aug 2021
MixMicrobleedNet: segmentation of cerebral microbleeds using nnU-Net Hugo J. Kuijf 21 4 0 03 Aug 2021
Word2Pix: Word to Pixel Cross Attention Transformer in Visual Grounding Heng Zhao Qiufeng Wang Yew-Soon Ong ObjD 77 26 0 31 Jul 2021
Margin-Aware Intra-Class Novelty Identification for Medical Images Xiaoyuan Guo J. Gichoya S. Purkayastha Imon Banerjee 66 5 0 31 Jul 2021
Medical Instrument Segmentation in 3D US by Hybrid Constrained Semi-Supervised Learning Hongxu Yang Caifeng Shan Arthur Bouwman L. Dekker Alexander F. Kolen Peter H. N. de With 55 10 0 30 Jul 2021
Local Morphometry of Closed, Implicit Surfaces B. Besler Tannis D. Kemp A. Michalski Nils D. Forkert S. Boyd 18 3 0 29 Jul 2021
Recurrent U-net for automatic pelvic floor muscle segmentation on 3D ultrasound F. V. D. Noort B. Sirmaçek C. Slump 26 6 0 29 Jul 2021
Bridging Gap between Image Pixels and Semantics via Supervision: A Survey Jiali Duan C.-C. Jay Kuo 112 8 0 29 Jul 2021
Technical Report: Quality Assessment Tool for Machine Learning with Clinical CT Riqiang Gao Mirza S. Khan Yucheng Tang Kaiwen Xu S. Deppen Yuankai Huo K. Sandler P. Massion Bennett A. Landman 29 6 0 27 Jul 2021
Deep Learning Based Cardiac MRI Segmentation: Do We Need Experts? Youssef Skandarani Pierre-Marc Jodoin A. Lalande 34 2 0 23 Jul 2021
Explainable artificial intelligence (XAI) in deep learning-based medical image analysis Bas H. M. van der Velden Hugo J. Kuijf K. Gilhuijs M. Viergever XAI 106 677 0 22 Jul 2021
Superpixel-guided Iterative Learning from Noisy Labels for Medical Image Segmentation Shuailin Li Zhitong Gao Xuming He NoLa 74 27 0 21 Jul 2021
Structure-Aware Long Short-Term Memory Network for 3D Cephalometric Landmark Detection Runnan Chen Yuexin Ma Nenglun Chen Lingjie Liu Zhiming Cui Yanhong Lin Wenping Wang 3DV 43 27 0 21 Jul 2021