Title
PEPSI: Pathology-Enhanced Pulse-Sequence-Invariant Representations for Brain MRI Peirong Liu Oula Puonti Annabel Sorby-Adams W. T. Kimberly Juan Eugenio Iglesias 61 5 0 10 Mar 2024
Boosting Skull-Stripping Performance for Pediatric Brain Images William Kelley Nathan Ngo Adrian V. Dalca Bruce Fischl Lilla Zöllei Malte Hoffmann 55 7 0 26 Feb 2024
Brain-ID: Learning Contrast-agnostic Anatomical Representations for Brain Imaging Peirong Liu Oula Puonti Xiaoling Hu Daniel C. Alexander Juan Eugenio Iglesias MedIm OOD 74 7 0 28 Nov 2023
Synthetically Enhanced: Unveiling Synthetic Data's Potential in Medical Imaging Research Bardia Khosravi Frank Li Theo Dapamede Pouria Rouzrokh Cooper Gamble ... C. Wyles Andrew B. Sellergren S. Purkayastha Bradley J. Erickson J. Gichoya MedIm 69 17 0 15 Nov 2023
FetMRQC: an open-source machine learning framework for multi-centric fetal brain MRI quality control Thomas Sanchez Oscar Esteban Yvan Gomez A. Pron Mériam Koob ... Nadine Girard Andras Jakab E. Eixarch G. Auzias Meritxell Bach Cuadra 44 4 0 08 Nov 2023
Frequency-mixed Single-source Domain Generalization for Medical Image Segmentation Heng Li Haojin Li Wei Zhao Huazhu Fu Xiuyun Su Yan Hu Jiang-Dong Liu 3DGS 50 18 0 18 Jul 2023
TIES-Merging: Resolving Interference When Merging Models Prateek Yadav Derek Tam Leshem Choshen Colin Raffel Joey Tianyi Zhou MoMe 118 315 0 02 Jun 2023
Model Ratatouille: Recycling Diverse Models for Out-of-Distribution Generalization Alexandre Ramé Kartik Ahuja Jianyu Zhang Matthieu Cord Léon Bottou David Lopez-Paz MoMe OODD 94 85 0 20 Dec 2022
Diffusion Models for Medical Image Analysis: A Comprehensive Survey Amirhossein Kazerouni Ehsan Khodapanah Aghdam Moein Heidari Reza Azad Mohsen Fayyaz Ilker Hacihaliloglu Dorit Merhof DiffM MedIm 110 387 0 14 Nov 2022
Momentum-based Weight Interpolation of Strong Zero-Shot Models for Continual Learning Zafir Stojanovski Karsten Roth Zeynep Akata 61 17 0 06 Nov 2022
MONAI: An open-source framework for deep learning in healthcare M. Jorge Cardoso Wenqi Li Richard Brown Nic Ma E. Kerfoot ... Klaus H. Maier-Hein S. Aylward Prerna Dogra Sebastien Ourselin Andrew Feng 129 507 0 04 Nov 2022
Robust machine learning segmentation for large-scale analysis of heterogeneous clinical brain MRI datasets Benjamin Billot C. Magdamo You Cheng S. Arnold Sudeshna Das Juan Eugenio Iglesias 75 103 0 05 Sep 2022
Single-domain Generalization in Medical Image Segmentation via Test-time Adaptation from Shape Dictionary Quande Liu Cheng Chen Qi Dou Pheng-Ann Heng OOD 128 37 0 29 Jun 2022
Adversarial Consistency for Single Domain Generalization in Medical Image Segmentation Yanwu Xu Shaoan Xie Maxwell Reynolds1 Matthew Ragoza1 Biwei Huang Kayhan Batmanghelich GAN OOD MedIm 27 22 0 28 Jun 2022
Diverse Weight Averaging for Out-of-Distribution Generalization Alexandre Ramé Matthieu Kirchmeyer Thibaud Rahier A. Rakotomamonjy Patrick Gallinari Matthieu Cord OOD 238 137 0 19 May 2022
Fetal Brain Tissue Annotation and Segmentation Challenge Results K. Payette Hongwei Bran Li Priscille de Dumast Roxane Licandro H. Ji ... Li Zhao L. Vasung Bjoern Menze Meritxell Bach Cuadra Andras Jakab 68 40 0 20 Apr 2022
Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time Mitchell Wortsman Gabriel Ilharco S. Gadre Rebecca Roelofs Raphael Gontijo-Lopes ... Hongseok Namkoong Ali Farhadi Y. Carmon Simon Kornblith Ludwig Schmidt MoMe 149 1,004 1 10 Mar 2022
Fine-Tuning can Distort Pretrained Features and Underperform Out-of-Distribution Ananya Kumar Aditi Raghunathan Robbie Jones Tengyu Ma Percy Liang OODD 124 683 0 21 Feb 2022
Robust fine-tuning of zero-shot models Mitchell Wortsman Gabriel Ilharco Jong Wook Kim Mike Li Simon Kornblith ... Raphael Gontijo-Lopes Hannaneh Hajishirzi Ali Farhadi Hongseok Namkoong Ludwig Schmidt VLM 150 734 0 04 Sep 2021
Preventing dataset shift from breaking machine-learning biomarkers Jéroome Dockes Gaël Varoquaux J B Poline OOD 71 64 0 21 Jul 2021
SynthSeg: Segmentation of brain MRI scans of any contrast and resolution without retraining Benjamin Billot Douglas N. Greve Oula Puonti A. Thielscher Koen van Leemput Bruce Fischl Adrian Dalca Juan Eugenio Iglesias OOD MedIm 100 288 0 20 Jul 2021
SinGAN-Seg: Synthetic training data generation for medical image segmentation Vajira Thambawita Pegah Salehi Sajad Amouei Sheshkal Steven A. Hicks Hugo L.Hammer Sravanthi Parasa Thomas de Lange Pål Halvorsen Michael A. Riegler MedIm 60 86 0 29 Jun 2021
Domain Generalization with MixStyle Kaiyang Zhou Yongxin Yang Yu Qiao Tao Xiang 141 761 0 05 Apr 2021
Domain Adaptation for Medical Image Analysis: A Survey Hao Guan Mingxia Liu OOD 131 559 0 18 Feb 2021
An automatic multi-tissue human fetal brain segmentation benchmark using the Fetal Tissue Annotation Dataset K. Payette Priscille de Dumast Hamza Kebiri Ivan Ezhov Johannes C. Paetzold ... G. Natalucci T. Karayannis Bjoern Menze Meritxell Bach Cuadra Andras Jakab 39 109 0 29 Oct 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 529 42,559 0 03 Dec 2019
GANs for Medical Image Analysis Salome Kazeminia Christoph Baur Arjan Kuijper Bram van Ginneken Nassir Navab Shadi Albarqouni Anirban Mukhopadhyay MedIm AI4CE 63 415 0 13 Sep 2018
A Lifelong Learning Approach to Brain MR Segmentation Across Scanners and Protocols Neerav Karani K. Chaitanya Christian F. Baumgartner E. Konukoglu 77 119 0 25 May 2018
GAN-based Synthetic Medical Image Augmentation for increased CNN Performance in Liver Lesion Classification Maayan Frid-Adar I. Diamant Eyal Klang Michal Amitai Jacob Goldberger H. Greenspan GAN MedIm 91 1,562 0 03 Mar 2018
Learning to Generalize: Meta-Learning for Domain Generalization Da Li Yongxin Yang Yi-Zhe Song Timothy M. Hospedales OOD 102 1,427 0 10 Oct 2017
Domain Randomization for Transferring Deep Neural Networks from Simulation to the Real World Joshua Tobin Rachel Fong Alex Ray Jonas Schneider Wojciech Zaremba Pieter Abbeel 259 2,972 0 20 Mar 2017