Transfusion: Understanding Transfer Learning for Medical Imaging

14 February 2019

Papers citing "Transfusion: Understanding Transfer Learning for Medical Imaging"

50 / 93 papers shown

Title
BrainSegDMlF: A Dynamic Fusion-enhanced SAM for Brain Lesion Segmentation H. Wang Yifeng Wu Huimin Huang Hongtao Wu Jia-Xuan Jiang ... Hao Zheng Xian Wu Yefeng Zheng Jinping Xu Jing Cheng MedIm 29 0 0 09 May 2025
GeoERM: Geometry-Aware Multi-Task Representation Learning on Riemannian Manifolds Aoran Chen Yang Feng 24 0 0 05 May 2025
Self-Supervision Enhances Instance-based Multiple Instance Learning Methods in Digital Pathology: A Benchmark Study Ali Mammadov Loic Le Folgoc Julien Adam Anne Buronfosse Gilles Hayem Guillaume Hocquet Pietro Gori SSL 42 0 0 02 May 2025
MedNNS: Supernet-based Medical Task-Adaptive Neural Network Search Lotfi Abdelkrim Mecharbat Ibrahim Almakky Martin Takac Mohammad Yaqub 30 0 0 22 Apr 2025
A Reality Check of Vision-Language Pre-training in Radiology: Have We Progressed Using Text? Julio Silva-Rodríguez Jose Dolz Ismail ben Ayed VLM MedIm 31 0 0 07 Apr 2025
Why does my medical AI look at pictures of birds? Exploring the efficacy of transfer learning across domain boundaries F. Jonske M. Kim Enrico Nasca J. Evers Johannes Haubold ... F. Nensa Michael Kamp C. Seibold Jan Egger Jens Kleesiek 79 1 0 17 Feb 2025
FedTLU: Federated Learning with Targeted Layer Updates Jong-Ik Park Carlee Joe-Wong FedML 84 0 0 28 Jan 2025
Brain Tumor Classification on MRI in Light of Molecular Markers Jun Liu Geng Yuan Weihao Zeng Hao Tang Wenbin Zhang Xue Lin Xiaolin Xu Dong Huang Yanzhi Wang 26 2 0 29 Sep 2024
KITE: A Kernel-based Improved Transferability Estimation Method Yunhui Guo 43 0 0 01 May 2024
Transfer Learning Study of Motion Transformer-based Trajectory Predictions Lars Ullrich Alex McMaster Knut Graichen 38 3 0 12 Apr 2024
MedMerge: Merging Models for Effective Transfer Learning to Medical Imaging Tasks Ibrahim Almakky Santosh Sanjeev Anees Ur Rehman Hashmi Mohammad Areeb Qazi Mohammad Yaqub Mohammad Yaqub FedML MoMe 77 3 0 18 Mar 2024
Artificial Bee Colony optimization of Deep Convolutional Neural Networks in the context of Biomedical Imaging Adri Gomez Martin Carlos Fernandez del Cerro Monica Abella Garcia Manuel Desco Menendez 29 0 0 23 Feb 2024
A Recent Survey of Heterogeneous Transfer Learning Runxue Bao Yiming Sun Yuhe Gao Jindong Wang Qiang Yang Zhi-Hong Mao Ye Ye 22 4 0 12 Oct 2023
Prototypical Cross-domain Knowledge Transfer for Cervical Dysplasia Visual Inspection Yichen Zhang Yifang Yin Ying Zhang Zhenguang Liu Zheng Wang Roger Zimmermann 21 2 0 19 Aug 2023
A Foundation Language-Image Model of the Retina (FLAIR): Encoding Expert Knowledge in Text Supervision Julio Silva-Rodríguez H. Chakor Riadh Kobbi Jose Dolz Ismail Ben Ayed VLM MedIm 64 33 0 15 Aug 2023
PRIOR: Prototype Representation Joint Learning from Medical Images and Reports Pujin Cheng Li Lin Junyan Lyu Yijin Huang Wenhan Luo Xiaoying Tang MedIm 19 44 0 24 Jul 2023
WizMap: Scalable Interactive Visualization for Exploring Large Machine Learning Embeddings Zijie J. Wang Fred Hohman Duen Horng Chau 26 20 0 15 Jun 2023
How Will It Drape Like? Capturing Fabric Mechanics from Depth Images Carlos Rodriguez-Pardo Melania Prieto-Martin Dan Casas Elena Garces 18 12 0 13 Apr 2023
Towards Foundation Models and Few-Shot Parameter-Efficient Fine-Tuning for Volumetric Organ Segmentation Julio Silva-Rodríguez Jose Dolz Ismail Ben Ayed 57 12 0 29 Mar 2023
The Role of Pre-training Data in Transfer Learning R. Entezari Mitchell Wortsman O. Saukh M. Shariatnia Hanie Sedghi Ludwig Schmidt 43 20 0 27 Feb 2023
Artificial Intelligence System for Detection and Screening of Cardiac Abnormalities using Electrocardiogram Images Deyun Zhang Shijia Geng Yang Zhou Wei-Zhao Xu Guodong Wei ... Tong Liu Kangyin Chen Chenyang Jiang Xingpeng Liu linda Qiao 11 5 0 10 Feb 2023
A Review of Predictive and Contrastive Self-supervised Learning for Medical Images Wei-Chien Wang E. Ahn Da-wei Feng Jinman Kim MedIm 16 27 0 10 Feb 2023
Cross-Architectural Positive Pairs improve the effectiveness of Self-Supervised Learning P. Singh Jacopo Cirrone SSL 31 0 0 27 Jan 2023
Self-supervised Learning for Segmentation and Quantification of Dopamine Neurons in Parkinson's Disease F. Haghighi Soumitra Ghosh Hai Ngu Sarah Chu Han Lin Mohsen Hejrati Baris Bingol Somaye Hashemifar 13 2 0 11 Jan 2023
Task Discovery: Finding the Tasks that Neural Networks Generalize on Andrei Atanov Andrei Filatov Teresa Yeo Ajay Sohmshetty Amir Zamir OOD 38 10 0 01 Dec 2022
Transfer Learning with Uncertainty Quantification: Random Effect Calibration of Source to Target (RECaST) Jimmy Hickey Jonathan P. Williams Emily C. Hector UQCV BDL 21 2 0 29 Nov 2022
Transfer Learning for Contextual Multi-armed Bandits Changxiao Cai T. Tony Cai Hongzhe Li 29 16 0 22 Nov 2022
Layer-Stack Temperature Scaling Amr Khalifa Michael C. Mozer Hanie Sedghi Behnam Neyshabur Ibrahim M. Alabdulmohsin 72 2 0 18 Nov 2022
On the Effect of Pre-training for Transformer in Different Modality on Offline Reinforcement Learning S. Takagi OffRL 18 7 0 17 Nov 2022
Prompt Tuning for Parameter-efficient Medical Image Segmentation Marc Fischer Alexander Bartler Bin Yang SSeg 14 18 0 16 Nov 2022
Automated analysis of diabetic retinopathy using vessel segmentation maps as inductive bias Linus Kreitner Ivan Ezhov Daniel Rueckert Johannes C. Paetzold M. Menten 29 2 0 28 Oct 2022
Sauron U-Net: Simple automated redundancy elimination in medical image segmentation via filter pruning Juan Miguel Valverde Artem Shatillo Jussi Tohka AAML 18 5 0 27 Sep 2022
Debiasing Deep Chest X-Ray Classifiers using Intra- and Post-processing Methods Ricards Marcinkevics Ece Ozkan Julia E. Vogt 14 18 0 26 Jul 2022
Placenta Segmentation in Ultrasound Imaging: Addressing Sources of Uncertainty and Limited Field-of-View V. Zimmer A. Gómez E. Skelton Robert Wright G. Wheeler ... Jacqueline Matthew Bernhard Kainz Daniel Rueckert Joseph V. Hajnal J. Schnabel 17 22 0 29 Jun 2022
Towards Self-supervised and Weight-preserving Neural Architecture Search Zhuowei Li Yibo Gao Zhenzhou Zha Hu Zhiqiang Qing Xia Shaoting Zhang Dimitris N. Metaxas 16 4 0 08 Jun 2022
Neural Collapse: A Review on Modelling Principles and Generalization Vignesh Kothapalli 19 71 0 08 Jun 2022
Hub-Pathway: Transfer Learning from A Hub of Pre-trained Models Yang Shu Zhangjie Cao Ziyang Zhang Jianmin Wang Mingsheng Long 15 4 0 08 Jun 2022
Self-Supervised Learning as a Means To Reduce the Need for Labeled Data in Medical Image Analysis Marin Benvcević Marija Habijan Irena Galić A. Pižurica SSL 25 6 0 01 Jun 2022
How do Variational Autoencoders Learn? Insights from Representational Similarity Lisa Bonheme M. Grzes CoGe SSL DRL 19 10 0 17 May 2022
Multi-View Hypercomplex Learning for Breast Cancer Screening Eleonora Lopez Eleonora Grassucci Martina Valleriani Danilo Comminiello 28 8 0 12 Apr 2022
SSD-KD: A Self-supervised Diverse Knowledge Distillation Method for Lightweight Skin Lesion Classification Using Dermoscopic Images Yongwei Wang Yuheng Wang Tim K. Lee C. Miao Z. J. Wang 13 74 0 22 Mar 2022
Temporal Context Matters: Enhancing Single Image Prediction with Disease Progression Representations Aishik Konwer Xuan Xu Joseph Bae Chaoyu Chen Prateek Prasanna MedIm 28 15 0 02 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 22 85 0 02 Mar 2022
Improving Classification Model Performance on Chest X-Rays through Lung Segmentation Hilda Azimi Jianxing Zhang Pengcheng Xi H. Asad Ashkan Ebadi Stéphane Tremblay Alexander Wong 13 7 0 22 Feb 2022
SleepPPG-Net: a deep learning algorithm for robust sleep staging from continuous photoplethysmography Kevin Kotzen Peter H. Charlton Sharon Salabi Lea Amar A. Landesberg Joachim A. Behar 17 29 0 11 Feb 2022
Brain Cancer Survival Prediction on Treatment-na ive MRI using Deep Anchor Attention Learning with Vision Transformer Xuan Xu Prateek Prasanna ViT MedIm 16 7 0 03 Feb 2022
Predicting Knee Osteoarthritis Progression from Structural MRI using Deep Learning E. Panfilov S. Saarakkala M. Nieminen A. Tiulpin MedIm 17 9 0 26 Jan 2022
Transferability in Deep Learning: A Survey Junguang Jiang Yang Shu Jianmin Wang Mingsheng Long OOD 17 100 0 15 Jan 2022
Turath-150K: Image Database of Arab Heritage Dani Kiyasseh Rasheed el-Bouri 13 0 0 01 Jan 2022
BT-Unet: A self-supervised learning framework for biomedical image segmentation using Barlow Twins with U-Net models Narinder Singh Punn Sonali Agarwal SSL 30 34 0 07 Dec 2021