Title
SoftPQ: Robust Instance Segmentation Evaluation via Soft Matching and Tunable Thresholds Ranit Karmakar Simon F. Nørrelykke 64 0 0 17 May 2025
Is Long Range Sequential Modeling Necessary For Colorectal Tumor Segmentation? Abhishek Srivastava Koushik Biswas Gorkem Durak Gulsah Ozden Mustafa Adli Ulas Bagci Mamba 3DV 101 0 0 10 Feb 2025
SeagrassFinder: Deep Learning for Eelgrass Detection and Coverage Estimation in the Wild Jannik Elsäßer Laura Weihl Veronika Cheplygina Lisbeth Tangaa Nielsen 172 0 0 20 Dec 2024
Mask of truth: model sensitivity to unexpected regions of medical images Théo Sourget Michelle Hestbek-Møller Amelia Jiménez-Sánchez Jack Junchi Xu Veronika Cheplygina AAML 172 0 0 05 Dec 2024
Enhancing Cell Instance Segmentation in Scanning Electron Microscopy Images via a Deep Contour Closing Operator Florian Robert Alexia Calovoulos Laurent Facq Fanny Decoeur Etienne Gontier Christophe F. Grosset B. D. D. Senneville 63 0 0 22 Jul 2024
A study of why we need to reassess full reference image quality assessment with medical images Anna Breger A. Biguri Malena Sabaté Landman Ian Selby Nicole Amberg ... Lipeng Ning Sören Dittmer Michael Roberts AIX-COVNET Collaboration Carola-Bibiane Schönlieb 58 6 0 29 May 2024
Multicenter Privacy-Preserving Model Training for Deep Learning Brain Metastases Autosegmentation Yixing Huang Zahra Khodabakhshi A. Gomaa Manuel Schmidt R. Fietkau Matthias Guckenberger N. Andratschke Christoph Bert S. Tanadini-Lang F. Putz 94 5 0 17 May 2024
Application-driven Validation of Posteriors in Inverse Problems T. Adler Jan-Hinrich Nolke Annika Reinke M. Tizabi Sebastian Gruber ... Lynton Ardizzone Paul F. Jaeger Florian Buettner Ullrich Kothe Lena Maier-Hein MedIm 92 1 0 18 Sep 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 90 56 0 03 Feb 2023
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 94 38 0 28 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 69 13 0 17 Nov 2022
Beyond calibration: estimating the grouping loss of modern neural networks Alexandre Perez-Lebel Marine Le Morvan Gaël Varoquaux UQCV 72 27 0 28 Oct 2022
Analysis and Comparison of Classification Metrics Luciana Ferrer 75 21 0 12 Sep 2022
blob loss: instance imbalance aware loss functions for semantic segmentation Florian Kofler Suprosanna Shit Ivan Ezhov Lucas Fidon Izabela Horvath ... J. Peeken Tom Vercauteren C. Zimmer Benedikt Wiestler Bjoern Menze 46 20 0 17 May 2022
Mitosis domain generalization in histopathology images -- The MIDOG challenge Marc Aubreville N. Stathonikos C. Bertram Robert Klopleisch N. T. ter Hoeve ... A. Khademi Sen Yang Xiyue Wang M. Veta Katharina Breininger 74 98 0 06 Apr 2022
Better Uncertainty Calibration via Proper Scores for Classification and Beyond Sebastian G. Gruber Florian Buettner UQCV 83 50 0 15 Mar 2022
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 123 990 0 10 Jun 2021
Carbon Emissions and Large Neural Network Training David A. Patterson Joseph E. Gonzalez Quoc V. Le Chen Liang Lluís-Miquel Munguía D. Rothchild David R. So Maud Texier J. Dean AI4CE 341 682 0 21 Apr 2021
Common Limitations of Image Processing Metrics: A Picture Story Annika Reinke M. Tizabi Carole H. Sudre Matthias Eisenmann Tim Radsch ... Gaël Varoquaux Manuel Wiesenfarth Ziv R. Yaniv Paul Jäger Lena Maier-Hein 89 147 0 12 Apr 2021
Boundary IoU: Improving Object-Centric Image Segmentation Evaluation Bowen Cheng Ross B. Girshick Piotr Dollár Alexander C. Berg A. Kirillov 79 293 0 30 Mar 2021
Are we using appropriate segmentation metrics? Identifying correlates of human expert perception for CNN training beyond rolling the DICE coefficient Florian Kofler Ivan Ezhov Fabian Isensee F. Balsiger Christoph Berger ... C. Zimmer D. Ankerst Jan Kirschke Benedikt Wiestler Bjoern Menze 64 52 0 10 Mar 2021
Nondeterminism and Instability in Neural Network Optimization Cecilia Summers M. Dinneen 70 41 0 08 Mar 2021
Underspecification Presents Challenges for Credibility in Modern Machine Learning Alexander DÁmour Katherine A. Heller D. Moldovan Ben Adlam B. Alipanahi ... Kellie Webster Steve Yadlowsky T. Yun Xiaohua Zhai D. Sculley OffRL 143 688 0 06 Nov 2020
Surface Agnostic Metrics for Cortical Volume Segmentation and Regression Samuel Budd P. Patkee A. Baburamani M. Rutherford E. C. Robinson Bernhard Kainz 34 2 0 04 Oct 2020
Metrics for Multi-Class Classification: an Overview Margherita Grandini Enrico Bagli Giorgio Visani VLM 57 925 0 13 Aug 2020
Carbontracker: Tracking and Predicting the Carbon Footprint of Training Deep Learning Models Lasse F. Wolff Anthony Benjamin Kanding Raghavendra Selvan HAI 69 315 0 06 Jul 2020
Heidelberg Colorectal Data Set for Surgical Data Science in the Sensor Operating Room Lena Maier-Hein M. Wagner T. Ross Annika Reinke S. Bodenstedt ... M. Apitz Annette Kopp-Schneider Stefanie Speidel H. Kenngott Beat P. Müller-Stich 92 85 0 07 May 2020
Shortcut Learning in Deep Neural Networks Robert Geirhos J. Jacobsen Claudio Michaelis R. Zemel Wieland Brendel Matthias Bethge Felix Wichmann 221 2,064 0 16 Apr 2020
clDice -- A Novel Topology-Preserving Loss Function for Tubular Structure Segmentation Suprosanna Shit Johannes C. Paetzold Anjany Sekuboyina Ivan Ezhov Alexander Unger A. Zhylka J. Pluim Ulrich Bauer Bjoern Menze 143 303 0 16 Mar 2020
PatchPerPix for Instance Segmentation Peter Hirsch Lisa Mais Dagmar Kainmueller 3DV ISeg 62 30 0 21 Jan 2020
Quantifying the Carbon Emissions of Machine Learning Alexandre Lacoste A. Luccioni Victor Schmidt Thomas Dandres 120 712 0 21 Oct 2019
Methods and open-source toolkit for analyzing and visualizing challenge results Manuel Wiesenfarth Annika Reinke Bennett A. Landman M. Jorge Cardoso Lena Maier-Hein A. Kopp-Schneider 58 98 0 11 Oct 2019
BIAS: Transparent reporting of biomedical image analysis challenges Lena Maier-Hein Annika Reinke Michal Kozubek Anne L. Martel Tal Arbel ... Sinan Onogur Julio Saez-Rodriguez Bram van Ginneken A. Kopp-Schneider Bennett Landman 64 107 0 09 Oct 2019
Hidden Stratification Causes Clinically Meaningful Failures in Machine Learning for Medical Imaging Luke Oakden-Rayner Jared A. Dunnmon G. Carneiro Christopher Ré OOD 83 383 0 27 Sep 2019
Energy and Policy Considerations for Deep Learning in NLP Emma Strubell Ananya Ganesh Andrew McCallum 83 2,659 0 05 Jun 2019
Non-Determinism in Neural Networks for Adversarial Robustness Daanish Ali Khan Linhong Li Ninghao Sha Zhuoran Liu Abelino Jiménez Bhiksha Raj Rita Singh OOD AAML 28 3 0 26 May 2019
A large annotated medical image dataset for the development and evaluation of segmentation algorithms Amber L. Simpson Michela Antonelli Spyridon Bakas Michel Bilello Keyvan Farahani ... M. McHugo S. Napel Eugene Vorontsov Lena Maier-Hein M. Jorge Cardoso 120 862 0 25 Feb 2019
Skin Lesion Analysis Toward Melanoma Detection 2018: A Challenge Hosted by the International Skin Imaging Collaboration (ISIC) Noel Codella V. Rotemberg P. Tschandl M. E. Celebi Stephen W. Dusza ... Aadi Kalloo Konstantinos Liopyris Michael Marchetti Harald Kittler Allan Halpern 113 1,193 0 09 Feb 2019
Can You Trust This Prediction? Auditing Pointwise Reliability After Learning Peter F. Schulam Suchi Saria OOD 101 104 0 02 Jan 2019
BACH: Grand Challenge on Breast Cancer Histology Images Guilherme Aresta Teresa Araújo S. Kwok Sai Saketh Chennamsetty P. MohammedSafwanK. ... L. Boulmane A. Campilho C. Eloy A. Polónia Paulo Aguiar 418 570 0 13 Aug 2018
Cell Detection with Star-convex Polygons Uwe Schmidt Martin Weigert Coleman Broaddus E. Myers 76 1,114 0 09 Jun 2018
Why rankings of biomedical image analysis competitions should be interpreted with care Lena Maier-Hein Matthias Eisenmann Annika Reinke Sinan Onogur Marko Stankovic ... Ching-Wei Wang M. Weber G. Zheng Pierre Jannin A. Kopp-Schneider 66 302 0 06 Jun 2018
Panoptic Segmentation Alexander Kirillov Kaiming He Ross B. Girshick Carsten Rother Piotr Dollár 134 1,448 0 03 Jan 2018
On Calibration of Modern Neural Networks Chuan Guo Geoff Pleiss Yu Sun Kilian Q. Weinberger UQCV 299 5,877 0 14 Jun 2017
Validation, comparison, and combination of algorithms for automatic detection of pulmonary nodules in computed tomography images: the LUNA16 challenge A. Setio A. Traverso Thomas de Bel Moira S. N. Berens C. V. D. Bogaard ... Jef Vandemeulebroucke N. Walasek G. Zuidhof Bram van Ginneken Colin Jacobs 116 1,081 0 23 Dec 2016
SonoNet: Real-Time Detection and Localisation of Fetal Standard Scan Planes in Freehand Ultrasound Christian F. Baumgartner Konstantinos Kamnitsas Jacqueline Matthew Tara P. Fletcher Sandra Smith Lisa M. Koch Bernhard Kainz Daniel Rueckert 72 317 0 16 Dec 2016
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 439 43,875 0 01 May 2014