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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A Simple and Robust Framework for Cross-Modality Medical Image Segmentation applied to Vision Transformers Matteo Bastico David Ryckelynck Laurent Corté Yannick Tillier Etienne Decencière MedIm ViT 36 2 0 09 Oct 2023
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E^2VPT: An Effective and Efficient Approach for Visual Prompt Tuning Cheng Han Qifan Wang Yiming Cui Zhiwen Cao Wenguan Wang Siyuan Qi Dongfang Liu VPVLM VLM 27 48 0 25 Jul 2023
Pick the Best Pre-trained Model: Towards Transferability Estimation for Medical Image Segmentation Yuncheng Yang Meng Wei Junjun He J. Yang Jin Ye Yun Gu 38 6 0 22 Jul 2023
Interpreting and Correcting Medical Image Classification with PIP-Net Meike Nauta J. H. Hegeman J. Geerdink Jorg Schlotterer M. V. Keulen Christin Seifert MedIm 33 11 0 19 Jul 2023
Domain Adaptation using Silver Standard Masks for Lateral Ventricle Segmentation in FLAIR MRI Owen Crystal P. Maralani S. Black A. Moody A. Khademi 13 4 0 17 Jul 2023
More for Less: Compact Convolutional Transformers Enable Robust Medical Image Classification with Limited Data Andrew Gao MedIm 30 3 0 01 Jul 2023
Meta-Analysis of Transfer Learning for Segmentation of Brain Lesions Sovesh Mohapatra Advait Gosai Anant B. Shinde A. Rutkovskii Sirisha Nouduri G. Schlaug 24 4 0 20 Jun 2023
Connectional-Style-Guided Contextual Representation Learning for Brain Disease Diagnosis Gongshu Wang Ning Jiang Yunxiao Ma Tiantian Liu Duanduan Chen Jinglong Wu Guoqi Li Dong Liang Tianyi Yan MedIm 28 2 0 08 Jun 2023
FedCIP: Federated Client Intellectual Property Protection with Traitor Tracking Junchuan Liang Rong Wang FedML 27 12 0 02 Jun 2023
Parameter-Efficient Fine-Tuning for Medical Image Analysis: The Missed Opportunity Raman Dutt Linus Ericsson Pedro Sanchez Sotirios A. Tsaftaris Timothy M. Hospedales MedIm 35 50 0 14 May 2023
Localisation of Mammographic masses by Greedy Backtracking of Activations in the Stacked Auto-Encoders Shamna Pootheri K. GovindanV 6 1 0 09 May 2023
ItoV: Efficiently Adapting Deep Learning-based Image Watermarking to Video Watermarking Guanhui Ye Jiashi Gao Yuchen Wang Liyan Song Xue-Ming Wei 35 3 0 04 May 2023
Earning Extra Performance from Restrictive Feedbacks Jing Li Yuangang Pan Yueming Lyu Yinghua Yao Yulei Sui Ivor W. Tsang 25 3 0 28 Apr 2023
Invariant Scattering Transform for Medical Imaging M. Ahsan S. Raman Zahed Siddique OOD 24 2 0 20 Apr 2023
EfficientNet Algorithm for Classification of Different Types of Cancer Romario Sameh Samir 27 1 0 18 Apr 2023
Detection of COVID19 in Chest X-Ray Images Using Transfer Learning Zanobya N. Khan 21 2 0 09 Apr 2023
Language-aware Multiple Datasets Detection Pretraining for DETRs Jing Hao Song Chen Xiaodi Wang Shumin Han ObjD 26 3 0 07 Apr 2023
Incremental Verification of Neural Networks Shubham Ugare Debangshu Banerjee Sasa Misailovic Gagandeep Singh 38 11 0 04 Apr 2023
DeGPR: Deep Guided Posterior Regularization for Multi-Class Cell Detection and Counting Aayushi Tyagi Chirag Mohapatra Prasenjit Das G. Makharia Lalita Mehra A. Prathosh Mausam MedIm 21 17 0 03 Apr 2023
CCL: Continual Contrastive Learning for LiDAR Place Recognition Jiafeng Cui Xieyuanli Chen CLL 15 9 0 24 Mar 2023
Full or Weak annotations? An adaptive strategy for budget-constrained annotation campaigns Javier Gamazo Tejero M. Zinkernagel Sebastian Wolf Raphael Sznitman Pablo Márquez-Neila 46 4 0 21 Mar 2023
Pretrained ViTs Yield Versatile Representations For Medical Images Christos Matsoukas Johan Fredin Haslum Magnus P Soderberg Kevin Smith MedIm ViT 27 11 0 13 Mar 2023
PSDNet: Determination of Particle Size Distributions Using Synthetic Soil Images and Convolutional Neural Networks javad Manashti Pouyan Pirnia Alireza Manashty Sahar Ujan Matthew Toews Franccois Duhaime 19 2 0 07 Mar 2023
Comparing PSDNet, pretrained networks, and traditional feature extraction for predicting the particle size distribution of granular materials from photographs javad Manashti Franccois Duhaime Matthew Toews Pouyan Pirnia Jn Kinsonn Telcy 3DPC 23 0 0 07 Mar 2023
Simple U-net Based Synthetic Polyp Image Generation: Polyp to Negative and Negative to Polyp H. Qadir I. Balasingham Younghak Shin MedIm 13 6 0 20 Feb 2023
A Review of Predictive and Contrastive Self-supervised Learning for Medical Images Wei-Chien Wang Euijoon Ahn Da-wei Feng Jinman Kim MedIm 32 27 0 10 Feb 2023
DEJA VU: Continual Model Generalization For Unseen Domains Chenxi Liu Lixu Wang Lingjuan Lyu Chen Sun Tianlin Li Qi Zhu CLL OOD 33 22 0 25 Jan 2023
Improving Reliability of Fine-tuning with Block-wise Optimisation Basel Barakat Qiang Huang 19 1 0 15 Jan 2023
Development of a Prototype Application for Rice Disease Detection Using Convolutional Neural Networks Harold Costales Arpee Callejo-Arruejo Noel Rafanan 10 2 0 13 Jan 2023
A Segmentation Method for fluorescence images without a machine learning approach G. Giacopelli M. Migliore D. Tegolo 24 0 0 28 Dec 2022
Shapley variable importance cloud for machine learning models Yilin Ning Mingxuan Liu Nan Liu FAtt TDI 35 1 0 16 Dec 2022
Generating and Weighting Semantically Consistent Sample Pairs for Ultrasound Contrastive Learning Yixiong Chen Chunhui Zhang C. Ding Li Liu 34 14 0 08 Dec 2022
Rethinking Two Consensuses of the Transferability in Deep Learning Yixiong Chen Jingxia Li C. Ding Li Liu 34 2 0 01 Dec 2022
Combination of multiple neural networks using transfer learning and extensive geometric data augmentation for assessing cellularity scores in histopathology images Jacob Beckmann Kosta Popovic 28 0 0 09 Nov 2022
On Fine-Tuned Deep Features for Unsupervised Domain Adaptation Qian Wang T. Breckon 30 3 0 25 Oct 2022
Improving the Anomaly Detection in GPR Images by Fine-Tuning CNNs with Synthetic Data Xiren Zhou Shikang Liu Ao Chen Yizhan Fan Huanhuan Chen 19 0 0 21 Oct 2022
Are You Stealing My Model? Sample Correlation for Fingerprinting Deep Neural Networks Jiyang Guan Jian Liang Ran He AAML MLAU 50 29 0 21 Oct 2022
COVID-19 Detection and Analysis From Lung CT Images using Novel Channel Boosted CNNs Dr. Saddam Hussain Khan 16 37 0 22 Sep 2022
Self-Supervised Endoscopic Image Key-Points Matching Manel Farhat Houda Chaabouni A. Ben-Hamadou 14 17 0 24 Aug 2022
Contrastive Semi-supervised Learning for Domain Adaptive Segmentation Across Similar Anatomical Structures Ran Gu Jingyang Zhang Guotai Wang Wenhui Lei Tao Song Xiaofan Zhang Kang Li Shaoting Zhang 32 41 0 18 Aug 2022
Detecting Individual Decision-Making Style: Exploring Behavioral Stylometry in Chess Reid McIlroy-Young Russell Wang Siddhartha Sen Jon M. Kleinberg Ashton Anderson 13 21 0 02 Aug 2022
Two-Stream UNET Networks for Semantic Segmentation in Medical Images Xin Chen Ke Ding 16 0 0 27 Jul 2022
XMorpher: Full Transformer for Deformable Medical Image Registration via Cross Attention Jiacheng Shi Yuting He Youyong Kong J. Coatrieux H. Shu Guanyu Yang Shuo Li MedIm 24 82 0 15 Jun 2022
Self-Supervised Pretraining for Differentially Private Learning Arash Asadian Evan Weidner Lei Jiang PICV 27 3 0 14 Jun 2022
CNN-based Classification Framework for Lung Tissues with Auxiliary Information Huafeng Hu R. Ye Jeyarajan Thiyagalingam Frans Coenen Jionglong Su 13 0 0 14 Jun 2022
Prostate Cancer Malignancy Detection and localization from mpMRI using auto-Deep Learning: One Step Closer to Clinical Utilization Weiwei Zong Eric N Carver Simeng Zhu E. Schaff Daniel Chapman ... I. Chetty B. Movsas W. Wen Tarik K. Alafif X. Zong MedIm 23 4 0 13 Jun 2022