Title
Graph Attention Convolutional U-NET: A Semantic Segmentation Model for Identifying Flooded Areas Muhammad Umair Danish Madhushan Buwaneswaran Tehara Fonseka Katarina Grolinger AI4CE 49 1 0 21 Feb 2025
A New Approach for Evaluating and Improving the Performance of Segmentation Algorithms on Hard-to-Detect Blood Vessels Joao Pedro Parella Matheus V. da Silva C. H. Comin 39 0 0 19 Jun 2024
How Much Data are Enough? Investigating Dataset Requirements for Patch-Based Brain MRI Segmentation Tasks Dongang Wang Peilin Liu Hengrui Wang H. Beadnall K. Kyle ... Tom Weidong Cai Wanli Ouyang Fernando Calamante Michael Barnett Chenyu Wang 32 2 0 04 Apr 2024
CT respiratory motion synthesis using joint supervised and adversarial learning Yi-Heng Cao V. Bourbonne F. Lucia U. Schick J. Bert V. Jaouen D. Visvikis OOD MedIm 21 0 0 29 Mar 2024
CT evaluation of 2D and 3D holistic deep learning methods for the volumetric segmentation of airway lesions Amel Imene Hadj Bouzid B. D. D. Senneville F. Baldacci P. Desbarats P. Berger I. Benlala G. Dournes 41 2 0 12 Mar 2024
Architecture Analysis and Benchmarking of 3D U-shaped Deep Learning Models for Thoracic Anatomical Segmentation Arash Harirpoush Amir Rasoulian Marta Kersten-Oertel Yiming Xiao 3DV 11 0 0 05 Feb 2024
Benchmarking the CoW with the TopCoW Challenge: Topology-Aware Anatomical Segmentation of the Circle of Willis for CTA and MRA Kaiyuan Yang Fabio Musio Yihui Ma Norman Juchler Johannes C. Paetzold ... Klaus Maier-Hein et al. Sven Hirsch Susanne Wegener Bjoern H. Menze 21 23 0 29 Dec 2023
Panoptica -- instance-wise evaluation of 3D semantic and instance segmentation maps Florian Kofler Hendrik Möller Josef A. Buchner Ezequiel de la Rosa Ivan Ezhov ... Stefan K. Ehrlich Annika Reinke Bjoern H. Menze Benedikt Wiestler Marie Piraud ISeg 22 7 0 05 Dec 2023
Glioblastoma Tumor Segmentation using an Ensemble of Vision Transformers Huafeng Liu Benjamin Dowdell Todd Engelder Zarah Pulmano Nicolas Osa Arko Barman MedIm 22 1 0 09 Nov 2023
Can ultrasound confidence maps predict sonographers' labeling variability? Vanessa Gonzalez Duque Leonhard Zirus Yordanka Velikova Nassir Navab Diana Mateus 19 0 0 18 Aug 2023
The STOIC2021 COVID-19 AI challenge: applying reusable training methodologies to private data L. Boulogne Julian Lorenz Daniel Kienzle Robin Schon K. Ludwig ... C. Russ R. Ionasec Nikos Paragios Bram van Ginneken Marieke Dubois 28 4 0 18 Jun 2023
Improving Segmentation of Objects with Varying Sizes in Biomedical Images using Instance-wise and Center-of-Instance Segmentation Loss Function M. F. Rachmadi Charissa Poon Henrik Skibbe ISeg 19 5 0 13 Apr 2023
Why is the winner the best? Matthias Eisenmann Annika Reinke V. Weru M. Tizabi Fabian Isensee ... Zixuan Zhao Klaus Maier-Hein Paul F. Jäger A. Kopp-Schneider Lena Maier-Hein 25 22 0 30 Mar 2023
Why is plausibility surprisingly problematic as an XAI criterion? Weina Jin Xiaoxiao Li Ghassan Hamarneh 55 3 0 30 Mar 2023
Revisiting Hidden Representations in Transfer Learning for Medical Imaging Dovile Juodelyte Amelia Jiménez-Sánchez V. Cheplygina OOD 19 1 0 16 Feb 2023
Tackling Bias in the Dice Similarity Coefficient: Introducing nDSC for White Matter Lesion Segmentation Vatsal Raina Nataliia Molchanova Mara Graziani A. Malinin Henning Muller Meritxell Bach Cuadra Mark J. F. Gales 29 9 0 10 Feb 2023
Understanding metric-related pitfalls in image analysis validation Annika Reinke M. Tizabi Michael Baumgartner Matthias Eisenmann Doreen Heckmann-Notzel ... Gaël Varoquaux Manuel Wiesenfarth Ziv R. Yaniv Paul F. Jäger Lena Maier-Hein 34 51 0 03 Feb 2023
A new dataset for measuring the performance of blood vessel segmentation methods under distribution shifts Matheus V. da Silva Natália de Carvalho Santos Julie Ouellette Baptiste Lacoste C. H. Comin 27 1 0 11 Jan 2023
Approaching Peak Ground Truth Florian Kofler J. Wahle Ivan Ezhov S. J. Wagner Rami Al-Maskari ... Jan Kirschke C. Zimmer Benedikt Wiestler Bjoern H. Menze Marie Piraud 31 9 0 31 Dec 2022
UNETR++: Delving into Efficient and Accurate 3D Medical Image Segmentation Abdelrahman M. Shaker Muhammad Maaz H. Rasheed Salman Khan Ming Yang Fahad Shahbaz Khan MedIm 40 130 0 08 Dec 2022
A Call to Reflect on Evaluation Practices for Failure Detection in Image Classification Paul F. Jaeger Carsten T. Lüth Lukas Klein Till J. Bungert UQCV 26 35 0 28 Nov 2022
ProstAttention-Net: A deep attention model for prostate cancer segmentation by aggressiveness in MRI scans Audrey Duran Gaspard Dussert O. Rouvière Tristan Jaouen Pierre-Marc Jodoin Carole Lartizien MedIm 33 70 0 23 Nov 2022
Sources of performance variability in deep learning-based polyp detection T. Tran T. Adler Amine Yamlahi E. Christodoulou Patrick Godau ... M. Tizabi Peter Sauer Tillmann Persicke Jörg Gerhard Albert Lena Maier-Hein 18 12 0 17 Nov 2022
Are Face Detection Models Biased? S. Mittal K. Thakral P. Majumdar Mayank Vatsa Richa Singh CVBM 26 5 0 07 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 60 482 0 04 Nov 2022
Labeling instructions matter in biomedical image analysis Tim Radsch Annika Reinke V. Weru M. Tizabi Nicholas Schreck A. Emre Kavur Bunyamin Pekdemir T. Ross A. Kopp-Schneider Lena Maier-Hein 25 53 0 20 Jul 2022
From Correlation to Causation: Formalizing Interpretable Machine Learning as a Statistical Process Lukas Klein Mennatallah El-Assady Paul F. Jäger CML 13 1 0 11 Jul 2022
Shifts 2.0: Extending The Dataset of Real Distributional Shifts A. Malinin A. Athanasopoulos M. Barakovic Meritxell Bach Cuadra Mark J. F. Gales ... Francesco La Rosa Eli Sivena V. Tsarsitalidis Efi Tsompopoulou E. Volf OOD 30 28 0 30 Jun 2022
mvHOTA: A multi-view higher order tracking accuracy metric to measure spatial and temporal associations in multi-point detection Lalith Sharan Halvar Kelm Gabriele Romano M. Karck R. de Simone Sandy Engelhardt 31 0 0 19 Jun 2022
The Open Kidney Ultrasound Data Set Rohit Singla Cailin Ringstrom Grace Hu V. Lessoway Janice Reid C. Nguan R. Rohling 14 12 0 14 Jun 2022
Medical Image Registration via Neural Fields Shanlin Sun Kun Han Hao Tang Deying Kong Junayed Naushad Xiangyi Yan Xiaohui Xie MedIm 25 12 0 07 Jun 2022
Metrics reloaded: Recommendations for image analysis validation Lena Maier-Hein Annika Reinke Patrick Godau M. Tizabi Florian Buettner ... Aleksei Tiulpin Sotirios A. Tsaftaris Ben Van Calster Gaël Varoquaux Paul F. Jäger 34 217 0 03 Jun 2022
Preoperative brain tumor imaging: models and software for segmentation and standardized reporting D. Bouget André Pedersen A. Jakola V. Kavouridis K. Emblem ... M. Witte A. Zwinderman P. D. W. Hamer O. Solheim Ingerid Reinertsen 28 21 0 29 Apr 2022
Rethinking Machine Learning Model Evaluation in Pathology Syed Ashar Javed Dinkar Juyal Zahil Shanis S. Chakraborty Harsha Pokkalla Aaditya (Adi) Prakash LM&MA 30 12 0 11 Apr 2022
A deep learning framework for the detection and quantification of drusen and reticular pseudodrusen on optical coherence tomography R. Schwartz Hagar Khalid S. Liakopoulos Y. Ouyang Coen de Vente ... Zhichao Wu Himeesh Kumar Joseph Farrington C. Sánchez A. Tufail 25 26 0 05 Apr 2022
Improving anatomical plausibility in medical image segmentation via hybrid graph neural networks: applications to chest x-ray analysis Nicolás Gaggion Lucas Mansilla Candelaria Mosquera Diego H. Milone Enzo Ferrante MedIm 6 38 0 21 Mar 2022
Deep Neural Network for Automatic Assessment of Dysphonia Mario Alejandro García Ana Lorena Rosset 16 5 0 25 Feb 2022
Comparison of Evaluation Metrics for Landmark Detection in CMR Images Sven Koehler Lalith Sharan Julian Kuhm A. Ghanaat Jelizaveta Gordejeva N.K. Simon Niko M. Grell Florian André Sandy Engelhardt 15 5 0 25 Jan 2022
QU-BraTS: MICCAI BraTS 2020 Challenge on Quantifying Uncertainty in Brain Tumor Segmentation - Analysis of Ranking Scores and Benchmarking Results Raghav Mehta Angelos Filos Ujjwal Baid C. Sako Richard McKinley ... Christos Davatzikos Bjoern H. Menze Spyridon Bakas Y. Gal Tal Arbel UQCV 17 44 0 19 Dec 2021
Robust deep learning-based semantic organ segmentation in hyperspectral images Silvia Seidlitz Jiansheng Fang Jan Odenthal Berkin Özdemir Huazhu Fu ... Jiang-Dong Liu Martin Wagner Felix Nickel Beat P. Müller-Stich Lena Maier-Hein 34 8 0 09 Nov 2021
Calibrating the Dice loss to handle neural network overconfidence for biomedical image segmentation Michael Yeung L. Rundo Yang Nan Evis Sala Carola-Bibiane Schönlieb Guang Yang UQCV 25 30 0 31 Oct 2021
MedPerf: Open Benchmarking Platform for Medical Artificial Intelligence using Federated Evaluation Alexandros Karargyris Renato Umeton Micah J. Sheller Alejandro Aristizabal Johnu George ... Poonam Yadav Michael Rosenthal M. Loda Jason M. Johnson Peter Mattson FedML 46 73 0 29 Sep 2021
The Medical Segmentation Decathlon Michela Antonelli Annika Reinke Spyridon Bakas Keyvan Farahani AnnetteKopp-Schneider ... Zhanwei Xu Yefeng Zheng Amber L. Simpson Lena Maier-Hein M. Jorge Cardoso OOD 69 951 0 10 Jun 2021
Semantic segmentation of multispectral photoacoustic images using deep learning Melanie Schellenberg Kris K. Dreher Niklas Holzwarth Fabian Isensee Annika Reinke Nicholas Schreck A. Seitel M. Tizabi Lena Maier-Hein J. Gröhl 27 32 0 20 May 2021
Chameleon: A Semi-AutoML framework targeting quick and scalable development and deployment of production-ready ML systems for SMEs Johannes Otterbach Thomas Wollmann 27 1 0 08 May 2021
GaNDLF: A Generally Nuanced Deep Learning Framework for Scalable End-to-End Clinical Workflows in Medical Imaging Sarthak Pati Siddhesh P. Thakur İbrahim Ethem Hamamcı Ujjwal Baid Bhakti Baheti ... D. Kontos Alexandros Karargyris Renato Umeton Peter Mattson Spyridon Bakas LM&MA MedIm 76 44 0 26 Feb 2021
Surgical Data Science -- from Concepts toward Clinical Translation Lena Maier-Hein Matthias Eisenmann Duygu Sarikaya Keno Marz Toby Collins ... D. Teber F. Uckert Beat P. Müller-Stich Pierre Jannin Stefanie Speidel AI4CE 25 223 0 30 Oct 2020