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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
AutoCT: Automated CT registration, segmentation, and quantification Zhe Bai Abdelilah Essiari T. Perciano Kristofer E. Bouchard 29 0 0 26 Oct 2023
Anatomically-aware Uncertainty for Semi-supervised Image Segmentation V. SukeshAdiga Jose Dolz H. Lombaert UQCV 82 27 0 24 Oct 2023
Automatic Aorta Segmentation with Heavily Augmented, High-Resolution 3-D ResUNet: Contribution to the SEG.A Challenge Marek Wodzinski Henning Muller MedIm 51 3 0 24 Oct 2023
PET Synthesis via Self-supervised Adaptive Residual Estimation Generative Adversarial Network Yuxin Xue Lei Bi Yige Peng M. Fulham David Dagan Feng Jinman Kim MedIm 43 4 0 24 Oct 2023
From Alexnet to Transformers: Measuring the Non-linearity of Deep Neural Networks with Affine Optimal Transport Quentin Bouniot I. Redko Anton Mallasto Charlotte Laclau Karol Arndt Oliver Struckmeier Markus Heinonen Ville Kyrki Samuel Kaski 175 2 0 17 Oct 2023
UCM-Net: A Lightweight and Efficient Solution for Skin Lesion Segmentation using MLP and CNN Chunyu Yuan Dongfang Zhao S. Agaian 85 10 0 14 Oct 2023
SSG2: A new modelling paradigm for semantic segmentation F. Diakogiannis S. Furby P. Caccetta Xiaoliang Wu Rodrigo Ibata O. Hlinka John Taylor VLM 75 0 0 12 Oct 2023
Data efficient deep learning for medical image analysis: A survey Suruchi Kumari Pravendra Singh 93 12 0 10 Oct 2023
Multimodal Identification of Alzheimer's Disease: A Review Guian Fang Mengsha Liu Yi Zhong Zhuolin Zhang Jiehui Huang Zhenchao Tang C. Chen 29 0 0 06 Oct 2023
Untargeted White-box Adversarial Attack with Heuristic Defence Methods in Real-time Deep Learning based Network Intrusion Detection System Khushnaseeb Roshan Aasim Zafar Sheikh Burhan Ul Haque AAML 131 40 0 05 Oct 2023
Robust and Interpretable Medical Image Classifiers via Concept Bottleneck Models An Yan Yu Wang Yiwu Zhong Zexue He Petros Karypis ... Chengyu Dong Amilcare Gentili Chun-Nan Hsu Jingbo Shang Julian McAuley 90 32 0 04 Oct 2023
Keypoint-Augmented Self-Supervised Learning for Medical Image Segmentation with Limited Annotation Zhangsihao Yang Mengwei Ren Kaize Ding Guido Gerig Yalin Wang SSL 67 5 0 02 Oct 2023
MVC: A Multi-Task Vision Transformer Network for COVID-19 Diagnosis from Chest X-ray Images Huyen Tran D. Nguyen John Yearwood MedIm ViT 74 0 0 30 Sep 2023
Performance Analysis of UNet and Variants for Medical Image Segmentation Walid Ehab Yongmin Li SSeg 54 5 0 22 Sep 2023
Gravity Network for end-to-end small lesion detection Ciro Russo Alessandro Bria Claudio Marrocco MedIm 64 1 0 22 Sep 2023
Interpretable 3D Multi-Modal Residual Convolutional Neural Network for Mild Traumatic Brain Injury Diagnosis Hanem Ellethy Viktor Vegh Shekhar S. Chandra 52 4 0 22 Sep 2023
Self2Seg: Single-Image Self-Supervised Joint Segmentation and Denoising Nadja Gruber Johannes Schwab Noémie Debroux Nicolas Papadakis Markus Haltmeier 84 1 0 19 Sep 2023
UPL-SFDA: Uncertainty-aware Pseudo Label Guided Source-Free Domain Adaptation for Medical Image Segmentation Jianghao Wu Guotai Wang Ran Gu Tao Lu Yinan Chen Wentao Zhu Tom Vercauteren Sébastien Ourselin Shaoting Zhang MedIm OOD 75 26 0 19 Sep 2023
Cross-attention-based saliency inference for predicting cancer metastasis on whole slide images Ziyu Su Mostafa Rezapour Usama Sajjad Shuo Niu M. Gürcan M. Niazi 68 5 0 18 Sep 2023
Preserved Edge Convolutional Neural Network for Sensitivity Enhancement of Deuterium Metabolic Imaging (DMI) Siyuan Dong H. Feyter Monique A. Thomas Robin A. de Graaf James S. Duncan 52 4 0 08 Sep 2023
Unveiling the frontiers of deep learning: innovations shaping diverse domains Shams Forruque Ahmed Md. Sakib Bin Alam Maliha Kabir Shaila Afrin Sabiha Jannat Rafa Aanushka Mehjabin Amir H. Gandomi AI4CE 145 2 0 06 Sep 2023
Knowledge Graph Embeddings for Multi-Lingual Structured Representations of Radiology Reports Tom van Sonsbeek Xiantong Zhen Marcel Warring 47 0 0 02 Sep 2023
Asymmetric Co-Training with Explainable Cell Graph Ensembling for Histopathological Image Classification Ziqi Yang Zhongyu Li Chen Liu Xiangde Luo Xingguang Wang Dou Xu Chao-Ting Li Xiaoying Qin Meng Yang Long Jin 76 1 0 24 Aug 2023
Integrated Image and Location Analysis for Wound Classification: A Deep Learning Approach Yash J. Patel Tirth J. Shah M. K. Dhar Taiyu Zhang J. Niezgoda Sandeep Gopalakrishnan Zeyun Yu 55 18 0 23 Aug 2023
Non-Redundant Combination of Hand-Crafted and Deep Learning Radiomics: Application to the Early Detection of Pancreatic Cancer Rebeca Vétil Clément Abi-Nader Alexandre Bône M. Vullierme Marc-Michel Rohé Pietro Gori Isabelle Bloch MedIm 60 1 0 22 Aug 2023
A Preliminary Investigation into Search and Matching for Tumour Discrimination in WHO Breast Taxonomy Using Deep Networks A. Shafique R. Gonzalez Liron Pantanowitz P. Tan Alberto Machado Ian A. Cree Hamid R. Tizhoosh 39 6 0 22 Aug 2023
Metadata Improves Segmentation Through Multitasking Elicitation Iaroslav Plutenko Mikhail Papkov K. Palo L. Parts D. Fishman 106 0 0 18 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 87 5 0 16 Aug 2023
Deep Learning-Based Open Source Toolkit for Eosinophil Detection in Pediatric Eosinophilic Esophagitis Juming Xiong Yilin Liu Ruining Deng R. Tyree Hernán Correa Girish Hiremath Yaohong Wang Yuankai Huo 36 2 0 11 Aug 2023
Automated Real Time Delineation of Supraclavicular Brachial Plexus in Neck Ultrasonography Videos: A Deep Learning Approach Abhay Tyagi Abhishek Tyagi Manpreet Kaur Jaya Sivaswami R. Aggarwal K. Soni A. Trikha 21 2 0 07 Aug 2023
Redesigning Out-of-Distribution Detection on 3D Medical Images A. Vasiliuk Daria Frolova Mikhail Belyaev B. Shirokikh OOD 58 5 0 07 Aug 2023
Semi-supervised Learning for Segmentation of Bleeding Regions in Video Capsule Endoscopy Hechen Li Yanan Wu Long Bai An-Chi Wang Tong Chen Hongliang Ren 67 5 0 05 Aug 2023
Scaling Survival Analysis in Healthcare with Federated Survival Forests: A Comparative Study on Heart Failure and Breast Cancer Genomics Alberto Archetti F. Ieva Matteo Matteucci FedML 65 13 0 04 Aug 2023
Partial Label Supervision for Agnostic Generative Noisy Label Learning Fengbei Liu Chong Wang Yuanhong Chen Yuyuan Liu G. Carneiro NoLa 93 1 0 02 Aug 2023
Synthetic Skull CT Generation with Generative Adversarial Networks to Train Deep Learning Models for Clinical Transcranial Ultrasound Kasra Naftchi-Ardebili Karanpartap Singh Reza Pourabolghasem P. Ghanouni Gerald R. Popelka Kim Butts Pauly MedIm 67 0 0 01 Aug 2023
A Novel Deep Learning based Model to Defend Network Intrusion Detection System against Adversarial Attacks Khushnaseeb Roshan Aasim Zafar Shiekh Burhan Ul Haque AAML 75 10 0 31 Jul 2023
MIM-OOD: Generative Masked Image Modelling for Out-of-Distribution Detection in Medical Images Sergio Naval Marimont Vasilis Siomos G. Tarroni 56 1 0 27 Jul 2023
Deepfake Image Generation for Improved Brain Tumor Segmentation Roaá Al-Emaryeen Sara Al-Nahhas Fatima Himour W. Mahafza Omar Sultan Al-Kadi MedIm 45 2 0 26 Jul 2023
CosSIF: Cosine similarity-based image filtering to overcome low inter-class variation in synthetic medical image datasets Mominul Islam H. Zunair Nabeel Mohammed MedIm 70 13 0 25 Jul 2023
$Few-shot $\mathbf{1/a}$ Anomalies Feedback : Damage Vision Mining Opportunity and Embedding Feature Imbalance$ Few-shot $\mathbf{1/a}$ Anomalies Feedback : Damage Vision Mining Opportunity and Embedding Feature Imbalance Takato Yasuno AI4TS 141 0 0 24 Jul 2023
Automatic Data Augmentation Learning using Bilevel Optimization for Histopathological Images Saypraseuth Mounsaveng I. Laradji David Vázquez M. Pedersoli Ismail Ben Ayed OOD 50 1 0 21 Jul 2023
Deep Directly-Trained Spiking Neural Networks for Object Detection Qiaoyi Su Yuhong Chou Yifan Hu Jianing Li Shijie Mei Ziyang Zhang Guoqiu Li ObjD 95 73 0 21 Jul 2023
LatentAugment: Data Augmentation via Guided Manipulation of GAN's Latent Space L. Tronchin Minh H. Vu Paolo Soda Tommy Löfstedt 72 2 0 21 Jul 2023
Confidence Estimation Using Unlabeled Data Chen Li Xiaoling Hu Chao Chen UQCV 48 10 0 19 Jul 2023
A Survey on Open-Vocabulary Detection and Segmentation: Past, Present, and Future Chaoyang Zhu Long Chen ObjD VLM 148 40 0 18 Jul 2023
Deep learning for unsupervised domain adaptation in medical imaging: Recent advancements and future perspectives S. Kumari Pravendra Singh OOD 98 29 0 18 Jul 2023
Brain Tumor Detection using Convolutional Neural Networks with Skip Connections A. Hamran Marzieh Vaeztourshizi Amirhossein Esmaili Massoud Pedram 40 0 0 14 Jul 2023
SAM-Path: A Segment Anything Model for Semantic Segmentation in Digital Pathology Jingwei Zhang Ke Ma S. Kapse Joel H. Saltz Maria Vakalopoulou Prateek Prasanna Dimitris Samaras VLM MedIm 100 38 0 12 Jul 2023
Rectifying Noisy Labels with Sequential Prior: Multi-Scale Temporal Feature Affinity Learning for Robust Video Segmentation Beilei Cui Minqing Zhang Mengya Xu An-Chi Wang Wu Yuan Hongliang Ren NoLa 80 3 0 12 Jul 2023
SPLAL: Similarity-based pseudo-labeling with alignment loss for semi-supervised medical image classification Md Junaid Mahmood Pranaw Raj Divyansh Agarwal S. Kumari Pravendra Singh 98 7 0 10 Jul 2023