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
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 16 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 37 30 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 30 30 0 02 Sep 2021
Direct PET Image Reconstruction Incorporating Deep Image Prior and a Forward Projection Model F. Hashimoto K. Ote 17 30 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 22 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 23 25 0 31 Aug 2021
Reachability Is NP-Complete Even for the Simplest Neural Networks Marco Sälzer M. Lange 30 26 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 25 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 24 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 45 3 0 25 Aug 2021
A QuadTree Image Representation for Computational Pathology R. Jewsbury A. Bhalerao Nasir M. Rajpoot 33 9 0 24 Aug 2021
Image-free single-pixel segmentation Haiyang Liu Liheng Bian Jun Zhang 3DV SSeg 16 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 20 7 0 21 Aug 2021
Medical Image Segmentation with 3D Convolutional Neural Networks: A Survey S. Niyas S. Pawan Anand Kumar Jeny Rajan MedIm 58 83 0 19 Aug 2021
Box-Adapt: Domain-Adaptive Medical Image Segmentation using Bounding BoxSupervision Yanwu Xu Biwei Huang Shaoan Xie Kayhan Batmanghelich OOD 29 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 32 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 36 3 0 16 Aug 2021
Interpreting and improving deep-learning models with reality checks Chandan Singh Wooseok Ha Bin Yu FAtt 30 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 32 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 35 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 20 1 0 15 Aug 2021
Cervical Optical Coherence Tomography Image Classification Based on Contrastive Self-Supervised Texture Learning Kaiyi Chen Qingbin Wang Yutao Ma 22 11 0 11 Aug 2021
Simple black-box universal adversarial attacks on medical image classification based on deep neural networks K. Koga Kazuhiro Takemoto AAML 27 11 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 18 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 40 29 0 10 Aug 2021
Deep Convolutional Neural Network for Low Projection SPECT Imaging Reconstruction C. Chrysostomou L. Koutsantonis Christos Lemesios C. Papanicolas 3DV 25 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 62 40 0 07 Aug 2021
Source-Free Domain Adaptation for Image Segmentation M. Bateson H. Kervadec Jose Dolz H. Lombaert Ismail Ben Ayed OOD MedIm 134 65 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 6 15 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 25 2 0 05 Aug 2021
MixMicrobleedNet: segmentation of cerebral microbleeds using nnU-Net Hugo J. Kuijf 11 4 0 03 Aug 2021
Word2Pix: Word to Pixel Cross Attention Transformer in Visual Grounding Heng Zhao Qiufeng Wang Yew-Soon Ong ObjD 21 23 0 31 Jul 2021
Margin-Aware Intra-Class Novelty Identification for Medical Images Xiaoyuan Guo J. Gichoya S. Purkayastha Imon Banerjee 36 4 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 24 10 0 30 Jul 2021
Local Morphometry of Closed, Implicit Surfaces B. Besler Tannis D. Kemp A. Michalski Nils D. Forkert S. Boyd 8 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 15 6 0 29 Jul 2021
Bridging Gap between Image Pixels and Semantics via Supervision: A Survey Jiali Duan C.-C. Jay Kuo 27 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 12 6 0 27 Jul 2021
Deep Learning Based Cardiac MRI Segmentation: Do We Need Experts? Youssef Skandarani Pierre-Marc Jodoin A. Lalande 24 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 45 640 0 22 Jul 2021
Leave-one-out Unfairness Emily Black Matt Fredrikson TDI 12 30 0 21 Jul 2021
Superpixel-guided Iterative Learning from Noisy Labels for Medical Image Segmentation Shuailin Li Zhitong Gao Xuming He NoLa 27 26 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 12 25 0 21 Jul 2021
Using Undervolting as an On-Device Defense Against Adversarial Machine Learning Attacks Saikat Majumdar Mohammad Hossein Samavatian Kristin Barber R. Teodorescu AAML 14 7 0 20 Jul 2021
Data synthesis and adversarial networks: A review and meta-analysis in cancer imaging Richard Osuala Kaisar Kushibar Lidia Garrucho Akis Linardos Zuzanna Szafranowska Stefan Klein Ben Glocker Oliver Díaz Karim Lekadir MedIm 41 42 0 20 Jul 2021
Automated Segmentation and Volume Measurement of Intracranial Carotid Artery Calcification on Non-Contrast CT Gerda Bortsova D. Bos Florian Dubost Meike W. Vernooij M. Ikram Gijs van Tulder Marleen de Bruijne 14 8 0 20 Jul 2021
Wave-Informed Matrix Factorization with Global Optimality Guarantees Harsha Vardhan Tetali J. Harley B. Haeffele 25 1 0 19 Jul 2021
Improving Interpretability of Deep Neural Networks in Medical Diagnosis by Investigating the Individual Units Woo-Jeoung Nam Seong-Whan Lee AAML FAtt 17 1 0 19 Jul 2021
A Survey on Deep Domain Adaptation and Tiny Object Detection Challenges, Techniques and Datasets Muhammed Muzammul Xi Li ObjD 21 11 0 16 Jul 2021
Medical Imaging with Deep Learning for COVID- 19 Diagnosis: A Comprehensive Review Subrato Bharati Prajoy Podder M. Rubaiyat Hossain Mondal V. B. Surya Prasath 28 39 0 13 Jul 2021