Convolutional Neural Networks for Medical Image Analysis: Full Training or Fine Tuning?

2 June 2017

Christopher B. Kendall

Michael B. Gotway

Jianming Liang

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Papers citing "Convolutional Neural Networks for Medical Image Analysis: Full Training or Fine Tuning?"

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Title
On the Permanence of Backdoors in Evolving Models Huiying Li A. Bhagoji Yuxin Chen Haitao Zheng Ben Y. Zhao AAML 29 2 0 08 Jun 2022
MetaLR: Meta-tuning of Learning Rates for Transfer Learning in Medical Imaging Yixiong Chen Li Liu Jingxia Li Hua Jiang C. Ding Zongwei Zhou MedIm AI4CE 41 7 0 03 Jun 2022
Suggestive Annotation of Brain MR Images with Gradient-guided Sampling Chengliang Dai Shuo Wang Yuanhan Mo Elsa D. Angelini Yike Guo Wenjia Bai DiffM MedIm 25 10 0 02 Jun 2022
Deep transfer learning for image classification: a survey J. Plested Tom Gedeon OOD 39 36 0 20 May 2022
Resource-efficient domain adaptive pre-training for medical images Y. Mehmood U. I. Bajwa Xianfang Sun 22 1 0 28 Apr 2022
Deep transfer learning for system identification using long short-term memory neural networks K. Niu Mi Zhou C. Abdallah M. Hayajneh 13 5 0 06 Apr 2022
CNN Filter DB: An Empirical Investigation of Trained Convolutional Filters Paul Gavrikov J. Keuper AAML 24 31 0 29 Mar 2022
Learning to segment fetal brain tissue from noisy annotations Davood Karimi C. Rollins C. Velasco-Annis Abdelhakim Ouaalam Ali Gholipour 26 25 0 25 Mar 2022
What Makes Transfer Learning Work For Medical Images: Feature Reuse & Other Factors Christos Matsoukas Johan Fredin Haslum Moein Sorkhei Magnus P Soderberg Kevin Smith VLM OOD MedIm 27 85 0 02 Mar 2022
Ensembling Handcrafted Features with Deep Features: An Analytical Study for Classification of Routine Colon Cancer Histopathological Nuclei Images S. Tripathi S. Singh 27 16 0 22 Feb 2022
Malaria detection in Segmented Blood Cell using Convolutional Neural Networks and Canny Edge Detection Tahsinur Rahman Talukdar M.J. Hossain Tahmid H. Talukdar 16 4 0 21 Feb 2022
An overview of deep learning in medical imaging I. Haq VLM 8 5 0 17 Feb 2022
A State-of-the-art Survey of U-Net in Microscopic Image Analysis: from Simple Usage to Structure Mortification Jian Wu Wanli Liu Chen Li Tao Jiang Islam Mohammad Shariful Hongzan Sun Xiaoqi Li Xintong Li Xinyu Huang M. Grzegorzek SSeg 3DV 40 13 0 14 Feb 2022
Deep Learning for Computational Cytology: A Survey Hao Jiang Yanning Zhou Yi-Mou Lin R. Chan Jiangshu Liu Hao Chen 21 75 0 10 Feb 2022
A Field of Experts Prior for Adapting Neural Networks at Test Time Neerav Karani G. Brunner Ertunc Erdil Simin Fei K. Tezcan K. Chaitanya E. Konukoglu OOD 18 2 0 10 Feb 2022
Understanding and Shifting Preferences for Battery Electric Vehicles Nikos Arechiga Francine Chen Rumen Iliev Emily S. Sumner S. Carter ... Laurent Denoue Candice L Hogan Katharine Sieck Charlene C. Wu Kent Lyons 33 2 0 09 Feb 2022
EvoPruneDeepTL: An Evolutionary Pruning Model for Transfer Learning based Deep Neural Networks Javier Poyatos Daniel Molina Aritz D. Martinez Javier Del Ser Francisco Herrera 37 33 0 08 Feb 2022
Real-time automatic polyp detection in colonoscopy using feature enhancement module and spatiotemporal similarity correlation unit Jianwei Xu Ran Zhao Yizhou Yu Qingwei Zhang Xianzhang Bian Jun Wang Zhizheng Ge Xiaobo Li 16 26 0 25 Jan 2022
An Empirical Investigation of Model-to-Model Distribution Shifts in Trained Convolutional Filters Paul Gavrikov J. Keuper 18 1 0 20 Jan 2022
What can we learn from misclassified ImageNet images? Shixian Wen A. Rios Kiran Lekkala Laurent Itti 27 7 0 20 Jan 2022
Domain Adaptation in LiDAR Semantic Segmentation via Alternating Skip Connections and Hybrid Learning Eduardo R. Corral-Soto Mrigank Rochan Yan He Shubhra Aich Yang Liu Liu Bingbing 40 0 0 14 Jan 2022
Intra-domain and cross-domain transfer learning for time series data -- How transferable are the features? Erik Otović Marko Njirjak Dario Jozinović G. Mauša A. Michelini Ivan Štajduhar AI4TS 36 40 0 12 Jan 2022
Faster Deep Ensemble Averaging for Quantification of DNA Damage from Comet Assay Images With Uncertainty Estimates Srikanth Namuduri Prateek Mehta L. Barbé Stephanie Lam Zohreh Faghihmonzavi S. Finkbeiner S. Bhansali 23 1 0 23 Dec 2021
In-Bed Human Pose Estimation from Unseen and Privacy-Preserving Image Domains Ting Cao M. Armin Simon Denman L. Petersson David Ahmedt-Aristizabal 3DH 20 14 0 30 Nov 2021
Enhanced Transfer Learning Through Medical Imaging and Patient Demographic Data Fusion S. Thomas 27 3 0 29 Nov 2021
Non-IID data and Continual Learning processes in Federated Learning: A long road ahead Marcos F. Criado F. Casado R. Iglesias Carlos V. Regueiro S. Barro FedML 36 76 0 26 Nov 2021
Adaptive Transfer Learning: a simple but effective transfer learning J. H. Lee Henry Kvinge Scott Howland Zach New John Buckheit Lauren A. Phillips Elliott Skomski J. Hibler Court D. Corley Nathan Oken Hodas 30 0 0 22 Nov 2021
Estimation of Acetabular Version from Anteroposterior Pelvic Radiograph Employing Deep Learning Ata Jodeiri Hadi Seyedarabi Fatemeh Shahbazi S. Hashemi S. Shafiei 16 1 0 14 Nov 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 16 12 0 28 Oct 2021
Advances and Challenges in Deep Lip Reading Marzieh Oghbaie Arian Sabaghi Kooshan Hashemifard Mohammad Akbari VLM 30 15 0 15 Oct 2021
Combining Image Features and Patient Metadata to Enhance Transfer Learning S. Thomas 34 5 0 08 Oct 2021
Development of the algorithm for differentiating bone metastases and trauma of the ribs in bone scintigraphy and demonstration of visual evidence of the algorithm -- Using only anterior bone scan view of thorax S. Higashiyama Y. Ohta Yutaka Katayama Atsushi Yoshida J. Kawabe 11 0 0 30 Sep 2021
Robust Segmentation Models using an Uncertainty Slice Sampling Based Annotation Workflow G. Chlebus A. Schenk Horst K. Hahn Bram van Ginneken H. Meine 16 9 0 30 Sep 2021
Identifying Women with Mammographically-Occult Breast Cancer Leveraging GAN-Simulated Mammograms Juhun Lee R. Nishikawa 27 25 0 24 Sep 2021
AI in Osteoporosis S. Makrogiannis Keni Zheng 6 0 0 22 Sep 2021
Seeking an Optimal Approach for Computer-Aided Pulmonary Embolism Detection N. Islam S. Gehlot Zongwei Zhou Michael B. Gotway Jianming Liang OOD 88 11 0 15 Sep 2021
Adaptive Few-Shot Learning PoC Ultrasound COVID-19 Diagnostic System Michael Karnes Shehan Perera S. Adhikari Alper Yilmaz 20 7 0 08 Sep 2021
Efficient Visual Recognition with Deep Neural Networks: A Survey on Recent Advances and New Directions Yang Wu Dingheng Wang Xiaotong Lu Fan Yang Guoqi Li W. Dong Jianbo Shi 29 18 0 30 Aug 2021
Canoe : A System for Collaborative Learning for Neural Nets Harshit Daga Yiwen Chen Aastha Agrawal Ada Gavrilovska FedML 11 2 0 27 Aug 2021
Unsupervised Domain-adaptive Hash for Networks Tao He Lianli Gao Jingkuan Song Yuan-Fang Li 23 1 0 20 Aug 2021
Polyp-PVT: Polyp Segmentation with Pyramid Vision Transformers B. Dong Wenhai Wang Deng-Ping Fan Jinpeng Li Huazhu Fu Ling Shao ViT MedIm 31 316 0 16 Aug 2021
Towards to Robust and Generalized Medical Image Segmentation Framework Yurong Chen OOD 33 3 0 09 Aug 2021
Addressing materials' microstructure diversity using transfer learning Aurèle Goetz Ali Riza Durmaz Martin Müller Akhil Thomas D. Britz P. Kerfriden C. Eberl OOD 22 21 0 29 Jul 2021
Cats, not CAT scans: a study of dataset similarity in transfer learning for 2D medical image classification Irma van den Brandt F. Fok B. Mulders Joaquin Vanschoren V. Cheplygina 31 4 0 13 Jul 2021
Modality specific U-Net variants for biomedical image segmentation: A survey Narinder Singh Punn Sonali Agarwal SSeg 32 144 0 09 Jul 2021
Circumpapillary OCT-Focused Hybrid Learning for Glaucoma Grading Using Tailored Prototypical Neural Networks Gabriel García Rocío del Amor Adrián Colomer R. Verdú J. Morales-Sánchez Valery Naranjo 19 25 0 25 Jun 2021
ImageNet Pre-training also Transfers Non-Robustness Jiaming Zhang Jitao Sang Qiaomin Yi Yunfan Yang Huiwen Dong Jian Yu 50 1 0 21 Jun 2021
Rethinking Transfer Learning for Medical Image Classification Le Peng Hengyue Liang Gaoxiang Luo Taihui Li Ju Sun VLM LM&MA 16 5 0 09 Jun 2021
Spatio-Temporal Dual-Stream Neural Network for Sequential Whole-Body PET Segmentation Kaichao Liang Lei Bi Ashnil Kumar M. Fulham Jinman Kim 19 0 0 09 Jun 2021
COV-ECGNET: COVID-19 detection using ECG trace images with deep convolutional neural network Tawsifur Rahman A. Akinbi M. Chowdhury Tarik A. Rashid Abdulkadir cSengur Amith Khandakar K. R. Islam A. M. Ismael 24 77 0 01 Jun 2021